{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JPoKIc3w+H77++mtcc801kS4KEUlOn1acvXfeUfLzGFNCmy+8oOTqvfqqIvAOHABGjlR+F3CudPL417/OTauuBlq3VgQkACQkKKLvyBElf++xxxS38KabgCeeAPr3B/bvV9b1i18AW7cq4eGrrlLE2tSpwMaNQE6O4to9+ug5kXn99cDPfgZs2AD85S9K2Y4fByorlTCyYN06oKYG+M1vlO+XXtrUIZwxw/GqjSdqa2tJ7LkMYwznn38+ysvLbS1Hgo8g4hyv14vVq1eT4It3OnQApk9XxFirVsDRo4rDd9llyv8331Q6QDz9tPInU1enCDGZ8nJFuCUnA++/r7iHEycqouzs2XPz+XxKR47KSiXXjnOls8j+/YrQAxShqQ6zbtgAdO+u/H/9dUXkZWcr5fjxR8Ud3LbtXI6fz6esWy1UCceJdbHn9XqRkJDQZD855/D5fEjUSQmorq7Geeedp/lbbW0tUlNTAShhcQCG4dpQ6piGZSEIgsZgIxSuvRYoKgI+/VTpqTphgvK5qEj5TY/kZMXhq61VcvkAJQfvssvOfV+9Wsmhu+giIC3t3LLt2gHjxwN33w386ldKj9277wbGjQPatw/ezsaNwOzZinv48MOKcOzQQXHqAEUUHj+u5ARedZUSvu3aVXEZ77xTCfUmSLc9vfPe57NXb0TMsGbNGhQWFga+jx49GnV1dUHzvPbaaxg4cCAGDRqEa6+9Fj169MCgQYMwcOBAvPbaa4H5zpw5g1tuuSXwfeTIkfj66681t3v33Xfj008/xaFDh/DOO+9g/PjxOHToEL777js0imuomZDDRxBxDok9otkkJCi9b19/XRF4jz+u9NJ96y3g44+VUPFNNwFz5wJ79ypun+CTT5SwamLiOYfvhx8U0XXjjYporKwEPvsM6NFDEZ6rVyuu4scfK0Ot+HxKGb74QhGKb70FiBvtAw8o+X89ejQt9+HD2jl8ageTaFGcPHkS3bp1Q3l5ORobGzFmzBiUl5eje/fuWLBgAZL8vbB79OiBb1VD+vTp0wePPPII3nvvPXz++efo1KkTWql6ko8bNw6XX3457rrrLqxcuRLffPMNnn32WSxbtgy/+MUvAvMlJycjxd/xqLq6Gjt37sQSqWf7I488gm7duuG7775Dq1atUFdXhxUrVmDbtm2oq6vDypUr0djYiEcffRTt2rVrdr2Q4CMIgkQfASxbBvz1r4pbx5jSw7au7lxHC58PuOEG7XH5AOD//T/gkUeUPL6iIkV47dwJPPWUIqpef13JCdy2TXHgli1TBN7ChYpLByiOHedA27bK99deA7p0UUTejTcqHUcuuQTYvVsJ5T74INCmjZIL+PbbynoWLwbmzQOef15Zx759wEMPKR0/6uuV8t9wg/LbRRdp5/A55KgQkWHTpk2ora3F1q1bsWPHDlxxxRV47733MGrUKCxfvhyjRW9xFaWlpbjxxhtx5ZVXIkt6EOjYsSOOHz8eEIqJiYl46qmncNVVVwXmqaurw7Rp07DJ30low4YNePHFF/H111/jtttuw+jRozFlyhTce++9AIDnnnsOP/30E7p164ann34aV111FQYNGoRZs2ahtLQUCQkJOH36NJ577jlHxB5Ago8g4oYvv/wStbW1+NWvfhU0nXNOgo8Ahg9X/oTgU+P1Gr9hIzf3XA/Y9HRF5DU0KMO8+HOTAChh24ICZRtduyoundXyCdata7ptAOjZU/n/3/9tbZ379jWdJg8tQ7RINmzYgEcffRQbNmzAgQMH8PDDDwMA+vbti23btukKvpSUFAwePBjvqnqCZ2VlBeXltW3bFtOnT8cTTzyB+++/HwAwY8YMPPDAA+jqHyg8Ozsb/fv3x9ChQ7Fu3Tr0798fv/3tb/HVV1/B4/GgVatWaN26NVasWIHdu3fj8ssvR0JCAqqrq7Fw4UIAwIcffoiKigrH6oUEH0HECR988AGqq6ubCD6CANB0zDs1iYlKr1s7JCc3HRgZ0BaURGzy7rvKUDlOkZ6uOLYGFBYWoqCgAAMHDkRaWlqgo8R5552HyspK3eV8Ph+2b98e5O4BwE8//QSv14ukpCT4/Pmdv/71r3H99dejuLgYADBs2DBcd9118Pl84JwjMTERCf580TZt2mDTpk1o3bo1pk6dittuuw0NDQ1ITU3F1VdfjVdffRX5fqe5pqYmEGY+5vArAUnwEUSc0NjYqNnrixw+giBcw0ScOc2ePXtw/Phx3HvvvTh06BDS0tJQVVWF999/H8XFxegg0gc0aNWqFbZv347q6mqsWrUKI0eORMeOHXH48OGAeNu8eTNeeumlwPdjx47h7NmzAcHm9Xrx8MMPB5w/AKivr0enTp3g8/lw4YUX4pVXXkF9fT1at26NSy+9FGelXutHjhzB22+/DUARmtnZ2Y7VDfXSJYg4oaGhIZCDQkQXR48ejXQRCCIm2LhxI55++mnk5+fjd7/7HW677Tbk5+ejY8eOmD9/PgYOHKi77KhRo1BQUIA5c+age/fuePzxxwPrnOh/93NOTg4++eQTbN68GZs3b8bzzz+Phx56KPB9y5YtuP/++1FaWoolS5Zgz549GDVqFL766ivcdttt6Nq1K6ZNmxZw+NSkpaXh7rvvxt13340bRK6pQ5DgI4g4gRy+6OU///M/I10EgogJNm7ciAH+wb4HDBiAXbt2Yf/+/XjqqafQvn179NDqrQ2grKwMrVq1QseOHZGUlISBAwdi3rx5OHToEBITE3HJJZcEwrcyeu3nzp07UVZWhj179uCf//wn2rdvj9deew0PPfQQOOcoLy8PhJrF+H1erxcdOnRA37590bdv30CPX68Yj7KZ0OM+QcQJjY2Nug4fCb7IQvVPEM6wWXp93+23347bb7898H3//v1Bgk8ekoVzjieffBIXXHAB3nnnHXz66acAFCH43HPPYfr06Zrbq6urazJOH6Dk9A0bNizw/bLLLsNll12GHTt2YNiwYRg8eDDatGkTWMfx48cxdOhQXHDBBZg2bVpguW3btqGxsRGjRo2yWRNNIcFHEHEChXSjFx8N9EsQrnPFFVfo/talSxd06dIFAPD9999bXucDDzxgqwwZGRkoU703Wjh6bkMhXYKIExoaGiikG6VQ/RME4TYk+AgiTjAK6RKRhRw+giDchgQfQcQJeoKPHL7IQ4KPIAi3IcFHEHGCXkgXoJBipCHBRxDRzalTp5rk3rU0SPARRJxg5PARkYWOAUFEN3PnztXtqdtSIMFHEHECDcsSvZDDRxDOcfr0aQwZMgQ5OTkYPnw46uvrMWHCBPTp0wczZswIzHf06FH069evyfJfffVV0BsuSkpKMG/ePOzbtw8ejwcZGRnweDwYPHiwI8OlhAvK4CaIOMGoly4RWegYEIRzLF68GFOmTEF2djby8vKwdOlSeL1eFBYWYvz48di/fz/S0tIwduxYVFdXBy3LOceUKVPQ0NAAAKisrMTIkSMxf/78gLjLzMzE2rVrw75fzYUcPoKIE8jhi17I4SMI55g0aVLAoSsvL8eiRYswcuRIAMqr0QoKCpCYmIhly5ahffv2Qcu+8847QYM1Hzx4EGPGjMGaNWvg8Xjg8XhQUlKCoUOHIicnBytXrgzfjjUTcvgIIk7w+XyBF36rIcEXWUjwEYTzFBYWoqKiAunp6YFBlTt37ozi4uImQg8ATpw4gUWLFmHjxo3YuHEjAKB3797o3bs3+vfvj61btwJQHL5169aFb0ccggQfQcQ5JPYiDwk+ImbJz1f+7rlH+X/iBDBxIvDmm0CvXkDbtkBhIXDffcDatUBdHTB6NPDuu0BGhrKOHTuAhx4CliwBbrkFyMoy3ezJkycxefJkrFq1CnPmzEFNTQ0AoKqqSvd6e/LJJzFr1qyg1JfGxkYkJCSAMaa5jFiX3sN0NEGCjyDiBM65bqNFoi+ykOAjYpasrHMCrVevc9Ol98XijjuU/z17av8u3kn79NOWNllfX48RI0Zg1qxZ6NatGzIyMlBQUIDMzEzs3r0bPeXtSHz66afYv38/AGDXrl149tlnkZSUhKKiIrRr1w4ejweA0olDfPZ6vcjLy0Nubq6lskUSEnwEEUdoCT4Se5GHjgFBOMeCBQtQXFyMmTNnYubMmRg3bhwWLlyIsrIyrF+/HkVFRZrL7du3L/A5KysrqEevzM0339wiO22Q4COIOEJPWJDgiCzk8BGEc+Tl5SEvLy9oWm5uLjZt2oSpU6eiQ4cOgen5+fma69CbDihh4ZYICT6CiBOMwrkk+CILCT6CcJdOnToFeuo2l7179zqynnAT/VmGBEEQMQ4JPoIg3IYEH0EQ5PBFGKp/giDchgQfQcQRWsKCxEbkIYePIAi3IcFHEHGCXg4fQKIvEsh1TvVPEITbkOAjiDiHxEZk6N69e6DuyeEjiOimrq4O3333XaSL0SxI8DnEZ599FukiEIQpNCxL9HDw4MHAZxJ8BBHdLFmyBJMnT450MZoFCT6H6N+/f6SLQBCG0LAs0QsJPoJwjtOnT2PIkCHIycnB8OHDUV9fjwkTJqBPnz5BgykfPXoU/fr1C3z/8ccf0bVrV2RlZSErKwvl5eUAgPLycjz77LOoqqqCx+NBRkYGPB4Phg4dittvvz3s+xcqNA4fQRBEhBCvuyPBRxDOsXjxYkyZMgXZ2dnIy8vD0qVL4fV6UVhYiPHjx2P//v1IS0vD2LFjUV1dHVjuX//6F5555pmgQZsbGhpw//33Y/LkyXjyyScBAJmZmS3yTRvk8BFEnEMOX2SQHVeqf4JwjkmTJiE7OxuA4s4tWrQoMOhyTk4OCgoKkJiYiGXLlqF9+/aB5YqKivD222/jhhtuwNP+9/b++OOPyMzMxE8//QSPxwOPx4OSkhIMHToUOTk5eP3118O/gyFCDh9BxBEkLKITcviIWCU/X/m75x7l/4kTwMSJwJtvAr16AW3bAoWFwH33AWvXAnV1wOjRwLvvAhkZyjp27AAeeghYsgS45RYgK8vatgsLC1FRUYH09HR06dIFANC5c2cUFxcHCT3BkCFD8Nxzz6FNmzYYNGgQ9uzZg2uvvRZ/+tOfMGDAAHz00UdISkpCZmYm1q1b1/zKCTMk+AgiTqBhWaIPUe9U/0SskpV1TqD16nVu+rRp5z7fcYfyv2dP7d+HDVP++003S5w8eRKTJ0/GqlWrMGfOHNTU1ABQ3oOr94B1yy23oFWrVgCA66+/Hvv378fVV18NQL/99Pl84JwjMTHReuEiBIV0CSLOoZBu5CGHjyCco76+HiNGjMCsWbPQrVs3ZGRkoKCgAACwe/dupKenay53xx134MiRIzh79iw++ugjXHPNNXjzzTdx5513onXr1rj77rsDIV0R3r3zzjuxYMGCMO5d6JDDRxAEEQEYYzQOH0G4wIIFC1BcXIyZM2di5syZGDduHBYuXIiysjKsX78eRUVFmsu98MILuP3225GSkoLf/va36NmzJ3r27BnUiQMAbr755hbZaYMEH0HEEXqvViOHL/zIISISfAThHHl5eU1EWm5uLjZt2oSpU6eiQ4cOgen5+fmBz7fffju++eYb0/VXVVU5VtZwQoKPIOIEoxw+IrKQ4CYId+nUqVOgp25z2bt3ryPrCTeUw0cQcQ45fJGDQroEQYQLEnwEEUfQq9WiBwrpEgQRTkjwEUScQCHd6IUEH0EQbkOCjyDiHArpRg4K6RJEy+DUqVMoKyuLdDGaBQk+i1RUVFhqlE+cOIE//OEPYSgRQRAtGXq1GkG0HObOnYvp06dHuhjNggSfRRYtWoSTJ0+azldVVYUVK1aEoUQEYR8aliU6IYePIJzj9OnTGDJkCHJycjB8+HDU19djwoQJ6NOnD2bMmBGY7+jRo+jXr1+T5YcNG4Zdu3YFvpeUlGDevHnYt28fPB4PMjIy4PF4MHjwYIwaNSos++QENCyLDazcFBMSEqjxJqISerVa9GHl1Wo+nw8JCfRsThBWWbx4MaZMmYLs7Gzk5eVh6dKl8Hq9KCwsxPjx47F//36kpaVh7NixqK6ubrJs9+7dcd111wEAKisrMXLkSMyfPz8g7jIzM1vkwMvUiljEqgtCgo9oaZDYiwxWe+ledtll4SgOQcQMk+zgBGsAACAASURBVCZNQnZ2NgCgvLwcixYtCozBl5OTg4KCAiQmJmLZsmVo3759YLmTJ0/i97//PTp16oQtW7YAAA4ePIgxY8ZgzZo1gdeplZSUYOjQocjJycHKlSvDv4MhQg6fDawKPq/XG4bSEIRzkOiLLEaC78cffwxjSQjCWfIP5SP/UD7uueoe5B/Kx4maE5iYMRFv7ngTvS7shbYpbVFYWoj7rrkPa/etRZ23DqN7jca7u95FxiUZAIAdR3bgoesewpIvl+CWS29BVnqWpW0XFhaioqIC6enp6NKlCwCgc+fOKC4uDhJ6grlz52LEiBH4t3/7Nzz11FM4c+YMcnNz0bt3b/Tv3x9bt24FoDh869atc6aCwggJPotYdfjk92MSRLShl8NHRAbqpUvEOlnpWQGB1uuiXoHp07KmBT7f0eMOAEDPtJ6avw/rOQwA8HS/py1v9+TJk5g8eTJWrVqFOXPmoKamBoCSZ693ve3cuROzZ8/GxRdfjJEjR2LTpk0YOnQoEhISdFNixLpaQtoFCT6H4ZzTeGdEVEI5fNEF9dIlCHeor6/HiBEjMGvWLHTr1g0ZGRkoKChAZmYmdu/ejZ49e2ou16NHDxw4cABXXnkltm/fjm7dumHGjBkoKipCu3bt4PF4ACidOMRnr9eLvLw85Obmhm3/QoUEn0WsOnwk+IiWCAmOyOLz+VBTU4PWrVtHuigE0eJZsGABiouLMXPmTMycORPjxo3DwoULUVZWhvXr16OoqEhzualTp+Lhhx/GzJkz0aZNG/zzn/9Eu3btmsx38803t8hOGyT4bGBV8LUEa5cgBCT2Iocc0j3//PNx9uzZCJeIIFo+eXl5yMvLC5qWm5uLTZs2YerUqejQoUNgen5+fuDzz372M0u5eVVVVY6VNZyQ4LOIVYfP5/ORw0dELfQu3ehB3UtX5BgRBOE8nTp1CvTUbS579+51ZD3hhqwoG1BIl2jJ6J2XJPYiD3XaIAjCbUjwOQyFdImWCIm+yGBl4GWCIAgnIGViEQrpNmXMmDGRLgJhE3q1WvRgdeBlgiAIJyDBZwOzm6K4ccaL4Fu0aJHrQoFzTrlNDhEv52VLhAQ3QUQ3p06dQllZWaSL0SxI8FnEigsSb4IvMTHR9beK5OfnY/jw4a5ugyDBESlo4GWCaBnMnTsX06dPj3QxmgUJPhsY3RQTEhICgi9ecvgSExPR2Njo6ja8Xi8aGhpc3Ua8Q2IvMlBIlyDc4fTp0xgyZAhycnIwfPhw1NfXY8KECejTpw9mzJgRmO/o0aPo169f4PsLL7yArKwsZGVl4corr8SsWbMAKAMtz5s3D/v27YPH40FGRgY8Hg8GDx6MUaNGhX3/QoWGZbGI2U2RMQafzxdXOXxJSUmuO3zx5JiGAxqWJTohwUcQzrF48WJMmTIF2dnZyMvLw9KlS+H1elFYWIjx48dj//79SEtLw9ixY1FdXR1Y7sUXXwx8vvfee/Hggw+isrISI0eOxPz58wPiLjMzs0UOvBwfVpRDWHX44kWgJCUlue7wAZR75hRGw7KQ4IsM1EuXIJxn0qRJyM7OBgCUl5dj0aJFgTH4cnJyUFBQgMTERCxbtgzt27dvsvy2bdvQtWtXdOnSBQcPHsSYMWOwZs0aeDweeDwelJSUYOjQocjJycHKlSvDum/NgRw+Gxg1ysLhi6eQbjgEH90IiViFQroE4S6FhYWoqKhAeno6unTpAgDo3LkziouLNYWe4K9//WvA7evduzd69+6N/v37Y+vWrQAUh8/KGzmiDRJ8FjFzQYTDF28hXXL4Wj7k8EUet1MjCCJy5Pv/7vH/PwFgIoA3AfQC0BZAIYD7AKwFUAdgNIB3AWT417EDwEMAlgC4BUCW6VZPnjyJyZMnY9WqVZgzZ05gtIeqqirDB6xTp07h2LFj6N69OwCgsbERCQkJuvchsa6WYPSQ4LOBVYcvXgQKOXwtD7frs7GxEUlJ1KxYRRwPcVMhiNgjC+cEWi9p+jTp8x3+/z11fh/m//+0pS3W19djxIgRmDVrFrp164aMjAwUFBQgMzMTu3fvRs+ePXWXff/99zF06NDA9xkzZqCoqAjt2rWDx+MBoHTiEJ+9Xi/y8vKQm5trqWyRhFpmi1jptBFvvXTJ4WtZhCOHr0uXLjh69Kgj64p15OPR0NCAxMTECJaGIGKHBQsWoLi4GDNnzsTMmTMxbtw4LFy4EGVlZVi/fj2Kiop0l924cSP+8Ic/BL5PmzatyTw333xzi+y0QYLPBhTSDYYcvtjBqXo+duyYI+uJF0S9k+AjCOfIy8tDXl5e0LTc3Fxs2rQJU6dORYcOHQLT8/Pzg+ZbsmSJ6fqrqqocKWe4IcFnETMXhEK67hEv9UnEF/J53djYSIKPIFykU6dOgZ66zWXv3r2OrCfcxEfs0SFoWJZgyOFredC7dKMTcvgIgnAbEnwWsePwUQ6fs8SLgHYbqsfoQ+60QYKPIAg3iQ9lEgbiMYcvHK9WI+fJfcjhiwxyO+H1eknwEQThKiT4bEA5fMGE49VqADlTTkKvVoteSPARRPRy6tQplJWVRboYzYIEn0WsDrxMIV1nISHiHEbDshCRQa57EnwEEb3MnTsX06dPj3QxmkV8KBOHsOLwUUjXeeKlPiOJE6Ivns59J1DXFQk+gnCG06dPY8iQIcjJycHw4cNRX1+PCRMmoE+fPpgxY0ZgvqNHj6Jfv36B7wcOHMDAgQNx3XXXBYm7kpISzJs3D/v27YPH40FGRgY8Hg8GDx6MUaNGhXXfmgMJPovYcfji5aYnBpt2k3iqz0hx+PBhR9ZDHQ+aB9UdQTjD4sWLMWXKFHz00Ue4+OKLsXTpUni9XhQWFuLAgQPYv38/KioqMHbsWFRXVweWe/311/GnP/0Ju3btwsaNG1FeXo7KykqMHDkS8+fPx8cff4y1a9ciOTkZa9euxYYNG7B06dII7qk9SPA5RDz20hUi101I8DmL1vHKzs525Dh6vV56rZpN5Hqn85wgnGHSpEnIzs4GAJSXl2PRokWBMfhycnJQUFCAxMRELFu2DO3btw8sd/7552PPnj04evQo6urq0LFjRxw8eBBjxozBmjVr4PF44PF4UFJSgqFDhyInJwcrV66MyD6GArXOFrEyLAsQX2EtIXKJ8CK/r/ajjz5CTk6OpeXcPi/pPbr2UB+PeHlQJIhwUVhYiIqKCqSnp6NLly4AgM6dO6O4uDhI6AkGDx6MefPmobS0FAMGDEBSUhJ69+6N3r17o3///ti6dSsAIDMzE+vWrQvrvjgBtc42MHNB4j2ka7Tvb731Fh555BHb26AOBU25+OKLcfz4cQBAQUGBZcFnhBP1TIKvecRLu0HEF4fyD+FQ/iFcdc9VOJR/CDUnapAxMQM73tyBC3tdiJS2KSgtLMU1912DfWv3wVvnRa/RvbDr3V24JOMSAMCRHUdw3UPX4cslX+LSWy5Fela66XZPnjyJyZMnY9WqVZgzZw5qamoAKK9F0zMqXnrpJSxfvhyMMfzud7/Dpk2bMGDAACQkJOhen2JdLeGBjVpni1hx+OKtl65a8C1duhR9+/bFpZde2mTeiRMnhiT4xHaIc5w4cSLw2SlBTIIvMtADDRHrpGelBwTaRb0uCkzPmpYV+Nzjjh4AgLSeaZq/9xzWEwDQ7+lzHSyMqK+vx4gRIzBr1ix069YNGRkZKCgoQGZmJnbv3o2ePXtqLnfw4EH88MMPuPDCC1FcXIxhw4ZhxowZKCoqQrt27eDxeAAonTjEZ6/Xi7y8POTm5loqWySh1tkGFNINRi34ampqHO+1SzdEY+yG1N2sT7Xg+/bbb9GjRw/XttfSUbcT8dJuEITbLFiwAMXFxZg5cyZmzpyJcePGYeHChSgrK8P69etRVFSkudyLL76IrKwslJeXw+PxYMCAAYFcQJmbb74Za9eudXs3HCc+rKgwQSFdd97YEC/1GQp2BJ9RPTrl8Mk9Tf/xj380e50EQRB2ycvLQ0VFBfLz85Gfn4+xY8ciPz8fmZmZ2LJlCzp06BCYNz8/P/D5zjvvxIEDB3DmzBn8z//8j27P+aqqKrd3wRXI4bOIVTET74LPaazkTVZVVaFdu3aOb7slEE0OqLqXbjjewtLSoV66BBEeOnXqFOip21z27t3ryHrCDTl8NqAcvmCiweErLi7GwIEDHd9mS8GpXtJuOHzUg9sYCukSBBFO4kOZOIDVThvxnMPnxg3eTIh4vd6ocrnCjVM5fE69aUN+2BHjUhLWiJd2gyCIyECCzwZWOm3EU0hXPfByJBy+eHJUtXAqhw8AVq9e3ayyqM99cvjMIUFMEES4iN87pU2s5u/FkwBRD7wciRw+tasUbzg5LMvw4cObvQ614CNBo4/8kCh/JwiCcIP4vVOGAA3LEoxWSDfcDl881bcW0TQsi1rwueX4xhok+Agi+jl16hTKysoiXYxmQYLPIlZuXjQsCzl84caoftTveHR7WBZy+OxDopggWgZz587F9OnTI12MZhG/d8oQsJrDFy8CJBp66ca74DNy+Hbt2mV5PW4IPhIzxlBIlyDc4fTp0xgyZAhycnIwfPhw1NfXY8KECejTpw9mzJgRmO/o0aPo1+/c2zuKi4sxaNAg3HrrrXjllVcC00tKSjBv3jzs27cPHo8HGRkZ8Hg8GDx4MEaNGhXWfWsONA6fDaw4fGYhxlhyAKOhl248CWwtjOo83OPgkcMXGtS5hSCcZfHixZgyZQqys7ORl5eHpUuXwuv1orCwEOPHj8f+/fuRlpaGsWPHorq6OrDc5MmTsXTpUnTt2hW33norfv3rX+P888/HyJEjMX/+/IC4y8zMpDdtxDJmNy55HD4jQRdLr5oKh8NnVp/xnsNnVN9ags/NYVnI4bOPXEfxfB4ThJNMmjQp8Eq08vJyLFq0KDDock5ODgoKCpCYmIhly5ahffv2geVOnjyJSy+9FIwxnH/++aisrMTBgwcxZswYrFmzBh6PBx6PByUlJRg6dChycnKapM5EM+Tw2cCJYVkOHDjgeLkiRbhy+GhYFn2M3CH1e42tCIrPP/8ct956a0hlIYfPHhTSJeKBo198gaPbtuGy7Gwc3bYNdadOoceIEfh2xQp0vOIKJLVpg+O7dyN96FD8+Omn8NXXo9udd+LA6tXo/MtfAgBOfv01fn733Tj84YdIu+46XHTTTZa2XVhYiIqKCqSnp6NLly4AgM6dO6O4uDhI6AluvfVWvP766+jcuTMOHTqEa6+9Fowx9O7dG/3798fWrVsBKA7funXrHKqh8EGCzyJ2Om2YCZBYyTvTGofPDcjh08eoztWCz8p6+vbtG/JxJIdPm3feeQfjxo3T/Z0EHxHLXHTTTQGB1vEXvwhMv/bRRwOff9a3LwCg/eWXa/7e9fbbAQBXT5xoebsnT57E5MmTsWrVKsyZMwc1NTUAlPfg6j0ov/HGG9iyZQuef/55PPHEE2CMobGxEQkJCbrXp1hXS7ink+CzgRWHb+LEiejTp4/ufCkpKaivr0dqaqrj5Qs36nH4IuHoxIp4DhWncviol657HDx4UPe3aBLFsZRfTMQ39fX1GDFiBGbNmoVu3bohIyMDBQUFyMzMxO7du9GzZ0/N5RITEwO/3X///QCAGTNmoKioCO3atYPH4wGgdOIQn71eL/Ly8pCbmxuGPWseJPgsYqVR9vl8OHbsmGGj2apVq5gSfDQsS/gRQjshIcFWSBfQr08nOg6Q4NNGrw7ksTvl7wRBNI8FCxaguLgYM2fOxMyZMzFu3DgsXLgQZWVlWL9+PYqKinSXffbZZ/Hyyy8Hrsdp06Y1mefmm29ukZ02SPDZwMzhO3HiBABja1c4fLFANAzLEo85fAkJCfB6vU1C6mrsOnzq42kXCulqYyamo6WOyOEjYoW8vDzk5eUFTcvNzcWmTZswdepUdOjQITA9Pz8/aL6///3vpuuvqqpypJzhJr7ulM3A7ObFGENtbS0AxRbWI5YFXySGZYnHHD6r76uVHT6v14vFixfrzkshXfcwOkbR0ks33q4hIv7o1KkTRo4ciYsvvrjZ69q7d68DJQo/JPhsYKXTBkAOnxvb0SMeHT7g3LlmR/DJy2mtr7k3fXL4tNE7RnZ76ZaUlDhbMBV0rAgitom/O2UzMHP4RMMerw5fpHL44s2dsOrwySFds/CuE/VIDl9TzESvHVFs5NA2l3i7hgh3iffrPhyEUsck+Cxi1mjL4ideHT63bvD0arWmiHq2OiyLmeCjgZfdQd7/Rx55JOg3uw6f23UZ78eKcIbU1FScOHGCzicX4ZzjxIkTtjt/UqcNGxiFw+Qek+TwOQf10m2KLBSsdtrwer14VBrXSo0bIV1y+IKP0dtvv4233nqryTxWe+nSK9iIlkDXrl1RWlqK8vLySBclpklNTUXXrl1tLUOCzyJGN1e14DMSIImJibYGxI1mtAZephy+8GClrtUOX2JiIuXwhRmrg7UDkXX4mttDmyAEycnJuFwaQJmIHuLvTtkMjMYws+rwxVLDqh54mXL4wkMoDp/P5zM8L6mXrjsYHSN1SNcMcvgIgmgOJPgsYubwyeLHyHEyGzutJRENOXzx6vAB5gJAy+EDgN///vf45JNPmqyLHD7nsSLSrDp8bgq+eHtoIoh4JD7vlA4jRIdouM0cvlh5UpcFn8fjIYcvjAgxZafThjgvz549GxjiQx7ehXL4rFFXV4cDBw40mf5///d/TabZ6aVLnTYIgnATEnwWMWq4RbjMisMXayFdsS8ffvhhRHL44r3ThhHqThtJSUngnAeJO3HO0qvVrFNcXIzRo0c3mf7LX/6yyTSzoZzkecjhIwjCTeLrTtlMnAjpxqrgA9x704aZ4DNyVGMVuw6fXE9ynbop+GI1pGvnGjZLBQGs173bkYFYPFYEQZyDeunawKyXrtWQbqw0rOF404YVwRdv7kSoDp94EJHrVBYdze2pGy8On506MnP47NQPOXwEQTQHcvgs4tSwLLEu+IyIlf2OBkRoNpQcPrmjizhnhTh0UvDFqsMHWD+XjZxYGniZIIhwQoLPAUQeWbw5fOoex2YORCj7bWWZeHMn3Mjhc0PwxarDZ6envZhPdlj15qEcvpbNli1bIl0EgjCEBJ9FnBqWJZYEn9Y4fHr7lpCQgFOnTmHFihUhbccue/futb1MS8KKe+b1eoNCtmY5fE6HdGPV4bNzDYt6lR1WIPh1jKE4fG6c37F4rMLJgAEDIl0EgjCEBJ8N3MrhO3HihHOFDCN2QrqMMZw9exZHjx61tY1Qw8TXXHONre20JKwOvCzcPEA/h0/daYMcPmvYdfjUnYu08ijNkB+uYvn8JgjCHUjwWcTKsCwiLGbX4fvrX//qXEHDiJ2Bl5sz/qCZCInHcJQs5vSQj4c6pCvOUZHnRzl81hHn/ZNPPmk6r6gDdUhXS3RbDem6EdqNx2vIDWLxfCdiBxJ8NrAS0k1KSrIt+FrqQMx2Hb5QHB/qCNIUqw6fz+cLcvi0Qrqy4KNeutYQ+/jyyy+bzisLbrXzrw7pmiELPjfGnozFYxVO2rRpg+rq6kgXgyB0IcFnEbPQmQjppqSkGN40Y13wGTl8ck6Z3e3o0VyR0pIxq0tZcMkhRfm4CcEn5m2OkIgXwQfY76Wrl8Mnr8tqDp8bY0/G6zXkJElJSUEdpQgi2iDBZwOjkK4YliUlJcVwHVqCr6U2EqE4fHax4vDF483KaLgPgdrhE2JOri9x7lFI1zqh9tKVRdqJEyfQsWPHoHmshnSNevwK5s6da6l8WmUlQofqkIhmSPDZgHOOO+64Q3O67PDp0dDQgJKSkph1+IwcnYSEBHL4HMJqsr9eDp+8rJs5fLHq8Nl5eNFy+O644w7s2bMH1113XcghXTOHz25HsHi7htwg3uvwyy+/jHQRCBNI8FlENMwfffSR5m9qh+/48eNN5istLUVpaWnMCT61iNCbNxTBZzWHr7y8PDCtpdanHax22tDK4TMK6Trt8MUidupIq/4/+ugj1NbWok2bNkHz2Om0YebwhRI1iNXjFU7iuQ6vvfbaSBeBMIEEnw3MhmWRBd+8efOazJecnKy5npYa0hWupiz4zHrp7ty5Ez/88AMA4IMPPrC0HTOH7/vvv8evfvWrwDThZsUqoXTaMMrhE2JcXncoxIvDZ2efxDFSu3KNjY2Bc9RuDp+VkK7dNiXe3SkniKUxVptLTU2Nrfn/+Mc/ulQSQoYEn0XMbqxC/OiJOgBNGnhBSxV8cs9b+dVyRvMePnwYx44dAwBs377ddBuh5PA1NjY6ntQebVgJBapDulo5fEJ4uDEOX6zm8NlxQvVEWkNDA1JSUoLqyMlOG+TwhZ94Fs3qtr9z5862lp89e7aTxSF0IMFnAyOHTwga4fBpiR+93KuWGoIUT7TiVV1WeunKIsTKDcbs5irnTwq0hsCIJUJ1+OR6kh2+5ORkGpbFBnZ6M+v10m1oaDB8ONTCTqeNlvoQ2dKJxfPdCurzu7a2NoKlIfQgwWcRo5urLDo6deoUmKY1n9ZvLV3waYkurXmFAJCdCjPM8pU450hMTAzathwui1XsOnyySFGHdJOTk8nhs4H8LmIz9Hrpagk+Ozl8Tjt8FI5sPvHs8MX6Q3asQILPBnoNovymjSeeeCIwTT2/nuBrqU/jaofPai9du4LPqCFRO1dA7Dc+8hsa1PW9Z88eFBYWBn6X61gspyX4KIfPOnZDunoOnzqkK+bXw+1OG0TzicXz3Qqx3ubGCiT4LGLm8AnBI7+vVGs+rd9iweEzcwjkkK7YXyuNoxWHT0vwCYfvp59+sro7LQ6t+jt9+jQqKysBQLeu1Tl8wuGjkK417IZ0gabnsezwCWThbbQu6rQRncRzHZLgaxkYthqMsf2MsX2qv/2MsX3hKmBLQBYdRvlVekInFgSfuseu1rzNCenW1tZiw4YNTX7XEnxyp41LLrkklF2LevTq2sgxkkU5hXRDx25IVytkK+pdzAMAKSkpaGhoMNyu+E+dNqITdR2+//77ESpJeCHB1zIwFHyc8ys4579Q/V3BOf9FuAoYTRiFdEUvVSPBF+shXTdz+Gpra7F3794mv1OnjaYPD2Ka3HNaFmPqkK5bvXRj2eGzWk96D3nC4ZOPYXJysqHg03MLtSCH7xybN28Oy3a02sAdO3aEZduRJtbb3FiBQroWsdppQ86v0ppP/i8+u+HwHTt2DOvWrXN8vTKyq2dlWBZ1L10r+y3CV0aOllFIN1bRO2/k6epeuVqCT11X5PCZE0pIV103Wp02rDp8bvXSjcVjBQBbt24Ny3a0rp2W+jBvFxJ8LQOzkG4CY2wUY+wVxthbjLHZjLEhjLErwlXAaMJM8Jk5fFpP+7169XKlUfj666/x8ssvO75eGeHaWR2WRcwbSqcNO4Iv1sfhs+rwqV8BJo6RXg4fAMtCRot4cfiMQrparr6c5yqQO20IzBw+t3vpxirhTJmJleiNXUjwtQzMWvcFAO4CcADA5wBSAHwAoJAx1t3lskUVVhw+KyHdxx9/PGj63r17XWmQzBw3J7AzLEtzeumaOXzqm5W68Ykl0SH210oOnzpnT+u1ZzTwsn30QrpaIT29+pfPUTHPeeedRw6fC4RL8GmdEy01P9suJPhaBmZxr+6c8/7iC2PsJICVAGZxzr9ztWQtCFmU6A2uLKapx4wTyzuNmQBzAjvDsoiQriwCrJTPquDTC+kmJSUF3JRYQH2OmeXwyTd+rZCu+pykHD5z9EK64iFL/k3P4VMfxxUrVqC6utpyDp8bnTZiFXL43IcEX8vAzOE7zhh7iTE2lDF2GwAvgFwA5SbLxRxmDp8QPGY3Yy3B50ajoL7Zy6xevdqRbdgdlkWEdOXQlBlWBZ/aPRE3XbO8qJaG7KZacfjk6QL5WMkdjtTLhFK2eHD49EK66hA6oO/wqR8Mk5OTkZycjMbGRsPtiv9udNqIxWMFRNbhI8FHRBNmgm8MgFMAHgbwLIDHAZwGoN8qxTBmIV0z90Uv9OmW4NNr6LZt2+bINpo7LIuVG4wQb3r7ohVek2+IycnJqK+vt7NbUY28b1p1os7h0xN6AvU56aTgE9NiDaOQrnxMGhsbdR0+Mb9YH3DOjdbbJr1aLTQi6fBRSJeIJswEXwOA7QAOArgAwI1QwsCvu1yuqMNIzMhv2jAbeFlL8LnRKBg9sRu5CKFsQw7pGs1rpZeukSuqV6di/fI08d0sEb6lYeWhwiyHT+3wuRXSjVXXSC+kK9djdXU15s2bpzksjtb6GGOG56pcj/RqNXuE0+GjkC4RzZiGdAF8CIABGAhgJ+f8Bc55vtsFi0bshHT1Xq2WmJjYpAFyo0HKzMzUXa/Tgi9Uh09dvvLycmRlZQVNk8PFRiFd9TTZ4Ys1wWdU12qHT15OL4dPFi8k+MzRC+nKTrTX60VDQ4OhwwcEP7DYEXzk8Fkn0p02YvEaUEOCr2VgJvi6AXgQQEcABQB6McYeZ4xd63rJohijsJhRpw29HD63GiS99TopgGSha9SwafXSVc9fX1+P/fv3ay5vx+GTb8ixKvjEZyOHT3wXyIJPoBYPVgTf2rVrUVpaqlk2eflwdByKBHriTT3QtXyztxLSNRN8Yj56tZo9KKTrPiT4WgZmb9qo4Jwv45yP55xfBWAAlJDu7LCULoqQnSytxGyrw7KEK4cP0G9snHL4BHYcPrvj8MnboJCueScW2UXVGnhZLbaF6yywcuOvqKjA2bNnm0yPF4fPquBT/+nVRzSEdNXbiCXI4XMfEnwtA1ujrHLOv+Scz+ac57hVoGhGDt3K6A3LEi+Cz0oOn5jPKKRrJDbshnRjVfDJ+6aXNiDcJbWbrJfDFw0h3UOHDmHOnDkhb9ttGhoaUFtbC0A/pCoLPvXDjagbtTtnJ6RLDl9oRMLha2xsxNGjR0nwuUhVVVVYtxcL0KvVMfyvZgAAIABJREFULKLlmsi/aQ3LoibcIV29RtxpAWSWZyfKIho/rTeOyOvS20YoDp/oTOM2TotoPczcVHnoG73Bp5ubw2dVfNsRfIcPH47qF81v27YNW7ZsAWA/pCs7fPJxsRPSldsIcvjsEQmH79SpU1i+fHlch3S/+OILHDp0yJXtcc7RuXNnV9Ydy5Dgs4FZSDdUhy/cgs/NkK5RWdwK6Rp12ghXWPHPf/6z69sAgt0lrTqRRbU6pKt3jkaD4GtoaIjq9x+r3To9h08ILVnwie/iGlAvK4d09a5NtTNudpyo08Y5IuHwmT2YxRpagq+0tBSVlZWubI9zHraH7FiCBJ9FZCdJK6Qret9GU0hXL+zjtMNn5U0bYj71TdAqdhw++TiES/DV1dW5vg3A/EZiJaQLAMXFxbj//vubCBAr79I1cmFDFXzinb7RinrAcL1x+GRRphZ9eiFdUW9m4/DJZaGBl60TiWFZrLaJsYLWOWnlPG3O9mI5DcEtoveROgqJlZBuJB0+tVOhnsdoG6GEdMPVKIQ7pAsYD7ysPtfUwu/s2bMoKysD5/Y7bajXJ0/TclutIN7pG62IHuaAfkhXHSrXerjRCumKz1Zz+PS2ry4voRCJkK5eNChW0TonreSaNmd7bq07lqEas4gc/rIS0tVLqJeFkejp2NIFnzwsi94N3orgA87dGA8fPtxkuh2RoW583SZcN1grLrIs+GRkEZyYmIjGxsaQOm24EdKNdsEnO3x2BZ/s4umFdAHtHD4x/I1cj24Ivnh1+P7xj384uq14dfi0BJiVXNNQcdM9jGWoxmwgN9oy4uQzy69SC75Vq1YBaPkhXatPs1Zy+MSNLD09vck2QnX4wtHgRlOnDSE29IZlEeFD8eovuw6fWyHdaB7WQS34tK4tdVqB1V664jctwTdgwICg+eR1GUEO3zmM2iW9cT9DQc/hiwfBpxVipZBu9EGCzwZGIV2tcfisLh8Jh8/JRsgph89oeBe9hlPP4Qt3p41w3WDl/bXi8OmJBHL47CGHdI1uNnJ9q//0eumKz1qCr1WrVoFtytswO05225SWePPcs2ePpZ7dRnXh9HUrnyPxHtJ1U/BRSDc0qMYsIjtJeiFds3Cb+iYs5nVLLBjdlJzcpuweGSEPGSK+a61HK4HfSEyqGxt1p41wEE7BZ9XhsxLSVTecTubwxWqnDbshXXkZLbEo5tEaQig1NTUwj9sOX0tzooqKivDhhx+azueW4FPXl1YbFC8On9Y56WYOHzl8oUGCzwZ2HT6zkK6c7+cGehebG4LP7GlWy+HTqh/GmOYQHUaCT6xfvR75u9uEK6QrPzXr5YnqhXQF8jnqpsNn59Vq0e7w2RV8ckhX7fDphXS1BLJw+OTpbgi+lnjzrK+vR0pKiul8bgm+NWvW4JtvvgmaJl9v8RTS1XLc3MzhI4cvNKjGLCIaZi1hI99cW0JI1+fzOSr4nArpyoJPy+HTQ084iu263eByHr4xoew6fGqhpxYeoTh8Vp3WWA7p6o2lpw7pqkWi+twUWBF85PAFE2nBV1tbi2+++QZHjx4FoD8sSzwQiRw+Enz2oRqzgXyz1JseTSHdcDt8VkO6RoIvISHBdkhXqzzhFnzhulnKAk3voULUs1EOnyzS3RqWJZYEn5nDJ+pRK6Qru3hA0zpWtwcy4XL4WiL19fWW0gDcEnw+nw9/+ctfsHLlSgDx3WlD65ykThvRBwk+G5iFdO06fJHK4YsWh09LEIcS0tUK4cqdNrTIz8/HsWPHrO2gCbKT4zayM6f3UCE7fDKy4BD5NW6GdMU0K0TrmzY456isrGySj6fl8KlD6Fo5fFpth1G7IXfacNPhC1fnJidpaGiIqMMnPwQItBy+llavdhBv0tA6J2kcvuiDaswmeiFd9Zs29PKroiGk65bDZzeHLxydNsTvag4dOuSY4NNq+N3CykOFEBtGOXyiMXYypKslMu04fNHYaePEiRPo0aNHk85Gej3D5XNby+HTcvrENC3RJXfakLdlRfDFstAAIh/SVV9beg5fLDN79mwA4c/hI4cvNEjwWUSd/yTT3JBuS++0YcXhE/OpnQp1uZzutKHnXPh8vsDA180lnE/xsrDQ2q5eDp+WIBHn7NSpUzFw4EAAzXP4QnELBW66Ac1B1KfX6zUN6SYkJGD16tU4cuRIEwdWS/DJCMGnRlwHdgWfXdfZCYfv4MGD2LhxY7PWYYdICz69h3rxWzw4fKL+wp3DRw5faFCNWUQ0iE6GdAUtPaQrOxRGZRGCT3ZK1OsJJYdPTziK7eodCycFX7hDuoA1h09GrhNZpHfp0gVpaWkArL1LV2/bWoLP6s3OTTegOcgPc1ZCuvPnz8fOnTuDBLmewyeWU4s59XrV81kRfJEQGsXFxXjjjTfCtr1oyOGT163l8Jk9qLZ0RP1pnZPUaSP6oBqziBz+0hMq6psx5xz33HMPjhw5EjRfcx2+W2+91dJ8RiFdJwWKfAM8fvw4cnNzNctiFtINNYdPrF+eVy9BXt5WdXW1hb0zJ5IhXSOHzyikK36XhZ/4zUoZtFC7dHYFn1ED/r//+7+W1uM0suAzCukKwdq2bVtUVVVputmhhHTlcqjLZFbucDt8KSkpjr/Fxwit3vxauO3waQl22eGLZSIp+Cikax8SfDbQC+mqb55iXs45duzYgdra2sA0Jxw+qze/cId0RW6YXvnMOm2I+g3F4fvuu+/w7rvvBr6rxzoTfPfdd4Fpdhy+CRMmoKKiQnf7oTTsoix2MHMO9EK6gLPDsmiVXe3SOSn4rD7kOI2oLyshXcYY2rZtizNnzgQ5e0YOn8BM8NnttBEJhy8lJQX19fVh216kQ7rqa1A+frIJECsO369//esm04wEH3XaiD6oxiwiTuZQXq0mO3nhzOFrbkj39OnTlrYjX3xer1ezt6Xskug5fKLR0HL4zBpOWYTIx0F9E+3Ro0dgHjuCb/PmzThz5ozmb3q5PGb116NHD6xYscJwHvXvcl1rnTeywDAalkXupRuKwzdixIgm09Wizc7Ay/KyVs+7cKB149YTfAkJCWjXrl1A8GmF/IxCukZ1Hw6HT3DkyBF89tlnuvNWVlYG2o/Tp0/j1KlTAIDk5GRNwefW8ZSH8jG6jsKVw6fVcSyWBN97773XZJos+MLdaYMEn32oxixi1mlDz+FTN9RaIV238jya20u3Y8eOlrYjO3x6F6LVXroJCQm6Ay+bhbu0HBincvj0bmZiu+p9qampQZcuXUzXu3v3bsPfd+7c2WRbssOnFUaRHT6Buk5koWdX8Mnb0iqbQF33L7zwguG6xLKdOnWyXAa3kW/cckhXL4evTZs2TUK6Wk6Q/F8+NkbnuNsOn5j/xIkThu7zgw8+GHilWceOHXHRRRcB0A/punU85XrYs2eP7nyRCOnK94RYJlKdNiikGxok+GygdxHLN2HZtdMSdnrDsoTaOBuhdbHNnz/flU4bssNn5CwaOXziItYahNeK4NMKLxiVxY7gS01NDYTmtdbl8/nwX//1X4FpjY2Nlho7s+OgvoGqxYGW0yQEn/pck+tEPSyLXYcPUEStel+MBN+f/vQn3XWadUaJFHZCugkJCYF9FsdALdL09i0acvgEXq83KA1FTXp6Or799tvAd7EdvYcit46nXA9Gb7ohh889jK4JNwUfhXRDg2rMIlpuiEB2/tRP6vK8RiFdO42CkfhQl1nNpEmTLDt8Rqj3yymHT17Hhg0bUFVVFfjNrI708kmccPjatGmjO7/Yr0cffTQwra6uzlJ+kdlxUN9AZYGmF0aRHT4twSGfq83ptCGOjbzt5uTwReMTu1xfavdGPZ+6w5b6Tyuk+8EHHwSOsVlI147DF0rUQH5wEu1L9+7dm8yXmpoadF7KD2daQtgt5Howuo7cFHxabZj4H2s5fFpEKofPrfZi1apVjq8zmiDBZxGjhGv5JqwV0jVz+Ow2CFaTo43cAicEn1YvQ6/Xq5m3Id805dCY1jrF/8ceeww//vhj4Dcz90M85cs3X6OQrp1eukaCT8tNqa+vD7wlwQi7Dp/aCdO6wYobkVanDfV61OLFTiOqJfi0hJAVojUnRxZ8euetmCbXt9rN1hJ8jDE888wzOHPmjGlIV96mGw6fjCz4Dh48aDq/nFOq9QDilpCPtOBTt0la11e8hHT1Hj7t5PDZuQ+65fDde++9hr8XFBQ4vs1wEn0tbAtAfWLKF7dWXp6e4AvV4UtKSjIMYZjhREhXS8iKdetdiFo3Qa11ajmpVhwLIYLVnTbk7cuf1SFJI9q0aaMrELWe9J1y+LRCuvLAy3Zy+ARaDp/8mxliXer6MMvhA4CPP/4Yhw8fbrJONxO8m4PYJ/nNFXoPEGqHT53Dp/fQKB6WtOpLqz2xIvjsdJgR25EdPjvXhnzt64W63UCuh1BDus1tR/Ue3uMlpCvqT+/YWxX7WrnxRkTqAbFfv35h36aTkOCziFqITJw4MfCbnsOnRs/hC7fgEzew5iDvq3yxa9n46vCG3CgCwEsvvYQDBw40qUctx1SvLMA5caRuaOQbmdabC6zQqlUrw04b6vVZdfjMjqOe4BOf1chiQz0On7rThtbYknYEn55gl8upnufYsWOavZ2tNuCiR2i4EEJUFvWyoy1Q768s+ORl1McBOCeYzASfvC0rx8kJh88K8vmo5fJYvTHbPbbqNkiPcIV05eOnbvOcZPny5di8ebOj6zRDbx+MQrp2sJP+AURvCki0Q4LPImoh8tZbbzWxs7UcPvkk1svhs+JeySQlJdlqqBoaGoIS5hMTE11x+Ozm8In/a9aswZEjR4LyydQ3RaP6Eb8JQaZeXvwudwax+4RoJLLD6fCpzzGrOXxAcF1oudJiHjOMnC65HOrti+l6IVEr2w53D165nuSQrp7gE5/l42Dm8AH6r1bTigJYublq1b0RaofPjuAT29IL6Vq9zuweW3WZ9XBa8H322Wc4c+ZMk/ZMHU2w61pZZdu2bU1677uNHcEXisC1K/jcdI7NmDFjRkS26wQk+CyidvjOO++8QE6XLPjU7ov6QhBugVgnYP9J3KrDJ8pQVVWFOXPmBKZbEXxmvUz1HD69PC45D0rt8Bm5IPI61MupsSP47DYYdgWfUzl8djttyA6f3rAsosxadeTUU7OewyeHRmW0QvjRgFFI10jw6Tl86uXENvRullpthBXB1xyxYSb41GVMSkoK7K/RvjmNvN5w9tL98ssvUVlZaRjSddPhS0xMbFaEJxT0Ui60cvjCIfjC7fB5vV7Mnz8fALB69eqwbddpSPDZQG5ozzvvvEAOU7Tn8NXW1iI1NTXw3Yrgq6urMxQsWg4fYB7S1RJ8QNNOMUaC74YbbggK/2g5fHKYTKB2+Ow0GEaNrJZD62YOn1zvRjl8esOyiGX1nFgzmuPwycObmG13zZo1tpwmN9By+GTHTqC+ttXunvwwI1A/MBmFdO04fD6fLyDCrGLX4ZO3n5SUFCifUe9lN4iEwyfEv/q6D5fD50SExi567aXa9QZCC+/azTkNt8PX2NiIxx57DACC7qUtDRJ8JogR59WNuyz4ZAfLSMTp3QQ557jpppssl6m5gs9KDp/Za4u0HD4rIV2xrPxfXqf6pin/Jr7/8MMPmvsvxJG6cTJy+BobG/H5558bVQUA4zC6mw6f3U4baodPr6716shKI2pF8Ok5fEYPN+rj/eijj+LYsWOm5XET+Y0kRjl86vNeK33ByL0GtEVvKDl84tWEoYqNxsZGW0JbCL5QQ7rffPNNSOVsbkhXXCd2EYJPfYzFOsV/2Yl3ErspPU6gJ7D0cvjsCj674jgSnTbEPll5kI8ETzzxBPLz8w3nIcFngM/nQ3Z2duC73GirBZ9epw11Y6B3EzQaKV5QUlICwL7gq6mpQZs2bQLbtdJgaA1+LKPnNOmJEPmCVv+XHT+jHD5ZlKhDXIMGDbKdw8cYw6lTp5Cbm2tYF0BoIV0rL3a322lDnTZg5PAZ5fBFo8MnCx/OOVq1aoW6ujrT8riJ7PCpz1OrIV3xp24j5G2o243S0lIAofXSbWxsREpKim2HT2Dm8KlvzrIg1to3sxvz4sWLLZdTXQ752tZDT0iEGm5VCz65PPK6RT25IfgiEdLVOucikcNXUlIS9pCuvL1oFXxHjhzRHAFBhgSfRdQ5fPK4bOLmphXSNQr7iN+sPqlceeWVAMwv+IcffjiwPQA4e/YsWrduHSiPlZCAXs6GvC/qkK5dh08vpKsV/vL5fKioqACAoDxIsb6kpCTNXrpGOXx64WMtFixYYCj41I2VmWAWWHFaZ8+eHXBB1M6BmcMnTzdypIxcplDgnOt22tBq2K0IvqKiIkfKJqioqMDGjRsN5xH1qH7Thtm1rRYEWg6fUUj3zTffbPIgJW/LDYdPdsuMllW3H7KwCWUcPq3XsVlBfT7r4bbDp16n+O/EOHyizZOJRA6fFYfP6EHUDDuC78orrwxpG82Bcx5oi5wQfJxz/Pjjj5bG07VK+/btdd/3LiDBZ4J6yATxXxYdsoOl90QOnLt5NDQ0oLGxMeSbrFrwqV2QBQsWBH2vqalB69atA+EpKyFds1HStVw9xphuDp9RSFfvpqgWlcuXLwfQ1OEDlEZQz+ETNKeX7m9+8xvNRvbZZ5/VdPjkAaiNXCqzG0JDQwPWr18fNAC12TAY4makNyyLmE8rpOukw6fXacOqw5eSkhJUd99//71p2Z555hnTeQRVVVU4dOiQ4Tx6OXx6Dp98revl8BmFdOXl9VwTNxw+GbNrX/3AJddPKDl8oQo+sX5RZj3sOHxWHGW9kK76+Jk5fFa21blz5ybTIpXDZyT4wp3DF+6QrnwOWYncmPHtt9+ia9eujva2bteuHSorKw3nIcFngpbgE9PlG4BeSFcrjPbSSy9h9uzZITfI6ie8tLQ0w/mF4BMXiZUGQ++NGQIthw/Q76Wrri8xr0BP6Gnd8NTl13L4tNyrxsbGwD5puYhGXHzxxZqCb+bMmU0EX01NDf72t78FxOWsWbOaLPfFF180qQMtGhoamuSGmg287PP58Oqrr+qGdGVBKHBD8OmFdPUcPnU5U1NTAzdFxphmmHHevHlB3//85z+bll8uo1n9yzl86vPWLKSr5SBp3Qy1QsRqwaflFurR0NCA5ORkvPrqq0HrM0KdD2fkTqtDumJZsR9yHpGVG3OoblVzQ7pax0frWlVjpdOG3ObpXSdm7bYekcjh03Nq5bcbNUfwqc8pK+VxS/Cpc7rnzZsXdAydcPhE2ZvzsKOmbdu2Td5+1GS7jm0tBtE7cdUCRnYBtEK6asFXX1+P2tpaxxy+qqoqzUZF3YCLm7DTgk/ebz13wCykK77r5TmpBZ+6gZcdPrk8eiFdo21p7WtycrKlXrqcc1RVVWHDhg2GDt/HH38MwFqnDb1wiV49cc7x/vvva75LV64TKw5fY2MjVq5cqbvfeqgdL4HRDVD9kCS/MzohIUHz7Q+i5xwALFu2TLc8WlgRfHK6hvr8VXfSkB8m1A6Q0cOMVg6fEBWhhnRTUlLwyiuvBKalp6ebV4gfs2tfvW1Z2CQkJAQNCux2SNdph89KWWSHT0vQi3WbiRizm7Mekcjh03Nqney0YccAseIch8qHH34Y9P2xxx7TFHx22xsZUT9OCj4rKQQk+EwQJ5V64GW1gNFy+JYvXx5IvpbnU1v98om7ZcsWzXLIT83qCz41NdXwVUhqQeqGwyccCj2Hzyikq57PSPAJN0/L4bM7Dp/VRsnr9SIlJcW004bYRyFSRP1pLScaDbMLtL6+PqhO9cSfXBaxv+rjp+dI6c0DKK9PGz9+fNA0Kw2zkcNnNaTbunXrQJ5sQkJCE4dPfQ6PGjXKtFzqMurtS15eHrZt2xaoe/WDmyinQH1c5JCumKaVZqBenywY1NeYVYdPCD6ZH374wbAu1OLJzmvuxHkv6ko+363cmJ3I4XOql64VIaUn+Ow6fKESqXH4tM45dZqD+GwXu4LPyoNEZWVlIBXGDlrnq3ycxbVlt72RcUPwWbmnkeAzQS+HT50fpXb4fD5fYEgJuRFPTEwMaiDlbQDAgAEDNMtx++23B3IH1IJP7jGshSz4/j975x0e9XXm+8+Meu8VCckgJEQHUYwSw7iEYhs3HGzLJUpcWDvrbBKyN3vZm/Ww2TjNdmzH8caOHeMGuNAcDAYcW4CRaBKiqCIhCQn13uvM/UOc8Zmj329mBDh3n+fyPg+Phl855z3tPd/zfc97fu7u7k738N12220uGX0tl66zc/jE/8VfeZCrgE+9J/6q5RcM3Hj28I0X8Hl5eTkFfIIJEsBE5KX1njiy5UpculplkOtN74gbkY5W+dVrQ0NDY8CDXprqvfEwfCrgA+yCNmTAJxjH7u5uAgICbGk4OgbntttuG3PNUXBCaWkpHR0dtvpWGX1ZT63yajF7jY2NfPLJJ2PykhdMQq7GHr7LlfECPlE3hYWFGAwGu0nMVZfu5YKiq83wuQKkhL5a72sxfK6Urbu722mEpZD/qceyXEnQxngDXFxZSJSVlXH06NFx6SF00cpPyNXYwyfq52oC92uA7wpF7VRyhWrt4VOZGPk9+TnVELhqXMWE5gjwtbS0jHlP6DUyMmLrrKrB6Ovrs0X47N692yWGT07fEcMH9i5dud60WBAtwCYbdi2XhgiGkdNRdVX3JhkMBr7//e87NRyuAj5RxyrDp7WKGw/g0zOmWkZPBk6qS1drkSKXQbwvi9bxMo4AnwxML5fhE2l7enra6k526ZaWlgLQ1dVlB/j8/PzGpAvwgx/8gN27d4+57sy9bDAYyMzM1FzAyGUV1/SidEXZent7aWhocMmleyV7+ESUrp5UVlaOiXi+Ggzfv/3bv41h+FwBfOqiZjz5Xgng02L4XAFSWlG6WjZnPCBm//79dtsTHMn/K4bvmwzaUAOBLlcfWaxW62UBY71tXI7uCxkaGnIJuIv0rjF8/8NEZfhgrItSbw+fEHWSVal+V/ciiLQdAT55I7A8ecgM38DAwJiB8NRTT9ntSbjcoA1HUboqUJAZPpU51XN7Cb1Uhk916Wq1W19f3xgWaPfu3Xb6qm7DXbt22e3PkmVkZMQOvAtXuQAmV5PhU126YsJxxPA5cuk6AuZq/nrgwRFzocfwjSdow9PT09amBoPBVq+iPru6uvD397e95+vrq6nLW2+9pXnd0R4+0QfLysp0+7OrLl1RHjEBabnhRXpyP1cBn5q/njhj+FpaWqirq9O9f7mAD0ZtmcrwOZuEhoaGxp2nyFetLy252gyfGrQh/qlR2uNh+MYjguH7R36FRqsdZUClzgfjBXzj3ZfoSr+yWCyXBYyduXT17AxAYWEht99+u9M8rgG+/4HiiEHROvLC2SpH3FePeXAV8InnZDYLsNvcriUy4GtsbLQxeLK0tLTYgUU9A6y1Z8NVhk82DkJk0CfSketTBYmCpVP1l+tEbgd5UigvL2fy5MmaugkJCwuzu3fkyBHdQBQBoK1WKydOnKCvr0+T4XME+FwJ2lD7lSPXyeW6dLVYK5G/HsPnSARIVsvnCGSpZZABn9FotG1yF+3c39+Pj4+P7T1HhlhPR2eAD8a23+W6dC0WiybgUxc9Ig91Er1aDJ8WONJi+Jy1k1Y/MxgM497DNzw87BTw1dfXs3nz5jE6C3EErL7JPXzqYl79vzPA5ypzJItY8CYnJ2t6dL4J0WpHvT55uQzfeMCZlj5qW14uw+fIpbtu3TpdTwI4j3CXn4PxAT5XxuM1wHeF4mgPn+rS1ev06qBQDYGrK1s1gESIlnFes2YNs2fPBuwBnxC1o6kdRc8AJyQkaJbPFYbP0R4+tX4NBgMXLlzQBXzqpCKidDdv3mynm1yumpoa4uLixpRJ1lcECQhxNBnJbly53q520IZcv5e7h0/cE6I3EcvPlJWV0dDQMC6XrvyMm5sbDz30kN3+UkdMjFqGjz/+WBPwifpUv/d8OYDPkS6iLtTFlBbDp7qw1UWgFsOntWBSddNz+14Jw+cMdMuAz5FtkoGvvHjVc+lu2rRJMx1XGL7S0lLbx+tlUQGyIz21rmsx0M7EEeCT0xbbdxzJ5bB/Ylz39PRcdfZQT7QYNUfld0WGh4dtZ6uOd1+ilj5ibpKfuVouXXU7kixyOVxlqkU6rgK+c+fO6Z6WIOQa4LsKogf4VJeu1pc2tADflbh0ZYZP7nhaQRhz5syxubu0AN/g4KDtaBCRhnxfr+OKqOPxMHxaq1/xV2uVqFd3Ii8B+DIyMiguLraBi5GRETIyMsYYQavVyp///GdeffVVO/Ci1v8f/vCHMeWVAZ8WS6ZOcCMjI7b9YmKlpzWoZQCnJ8JgqS5dVyd+LQCisql6dQFw8uRJysrKXA7akP8v6yyXfzyAr6Ojw24Pn2DzxDUV8Mn7+VwRZwyfEDUCXosNlUGgAAOqN0AFfLIean/XYvhc3RTvyA0PY9tATU/0d71+D7BhwwZycnIAe9vhCPA9+OCDmvq4wvBpBQ9pMaJa8k0wfHKeIh0tl66soyrqPVfBm+pN+keIHqOmZU9cZfgGBgb4/ve/D4zfpaulj3wihnjmcly6WrrL5VSlt7eXRx99FBg/w+eqfkNDQ06/yuEK6L4G+ByIXIEqEFEZvstx6eoxfGfOnLEZU1lkXeSO5+bmxunTp2lubrZdU9kCAQr//Oc/A6OD7ZZbbrFL2xHgKy4uHsOqaZXV0Tl8ei5dcd8VwCczfAUFBXZRnFqHgIr0GhoaqKur0xzMQl8RVS3LyMiIXV2sXLnSrl5VF9bIyAgvvfQSYB+0UVBQYJeuxTL6nWZHgE+OBlQnfjHROBrgjj6tpr6rBWJGRkZsoGrXrl288sorduk7mqBkdkhejAiQdfbsWd135YlQZvjc3d0JCgqy1Xd/fz/e3t6297QOshX5aLF/rrp0BcOnGn2IrN9CAAAgAElEQVS9+pTZV/mvKy5dIVp7+FydUPv7+x2ynVrgSMulK8aaHrAX7asyfOPdwzc8PKy7FUSIVvCQCvjktpS/yiIvKmW52gyfVn9wFfAZDAbdMaFeV/vaP0Lk9hG2TK7z8SxEhci6f1N7+K62S1erL8nllQ/3d6YbuM7waS1OtNK8xvBdoegFbYhJNzMz0+7/43HpWiwW7rjjjjEdrKWlhY6ODl1dVFed0Whk7dq1vPHGG7ZrWoBPsGM/+9nP7FYLIhLREeBbsWLFmDMFVRDiiOFz5tKV9dSqO/GuHLQhmAyRvwz41HbTGoSqa01rBaWyD5999tmYcg0PD/Pkk0/a6enj42Pn0p0xY4ZdumJwugL45PLI9as3wGW2Tq5frT6hviM/Mzw8zMDAAJ6enpw/f56SkhK7Z7VAg5ye7OYXIibLmTNn6pZbD/Cp7nyV4VP3XwK2fLSObHHENsp9UP7ah3xPrT+tPVwy4FPBuxaYE3IlLt3e3l67YJbxlFvcl1266rOizwoAJtsOg8H+WBZXWAdXXLrOWEvVlrz++ut2+mqV90oYPrk9RVp6DJ+eqGCwvLxc8zl1rMhpDw4Oas4VV1tkxlrYMj3A6yrgA/1ARFf0cQasrNarF6XryKUrv+OqS3e8e/icbcOAay7dKxYVOIi/HR0d7Nq1i5GREd5++23bc7JR1nLTyBOFbDRUgyj2bakiAz6V4ZP/yvrC6OG54h2j0cizzz5r9/WHd955x6azEHVAqXnqTUaOXLrbtm2zy0c10loMn3wP7NkHeRKQAZ+WDuogVAGz1WrVBHxilagXtCHyFe7GkZER28nsjly6cnn0ZHh4eEy/Go9hVV26qu5aLl0ths/T09OuP7jCKsjPq4yPM8Ml6yBH6QIuAz6LxWK3985oNPLzn/98jI7OGL5//dd/JTMzc8w9Nzc3TcCn5cqVAZ9We7sC+MbT7r29vd8owyfKLdpBZfjGeyyLKy7dwcFBpy5duS1l+6bXX68Ww6dlx8fL8I1H5Pb/4IMPeOqpp8adxuXkaTQa6ezstG2dkO23yjp+0wyfnk2WxWK5elG6WsBWzkcGfK64dL8Jhu8a4LsKouXSFSsq+VgOPWZK/i0GhZ5LV6TnDPCpzJAMBFWpr69n7dq1doBPHVzis2vyJ5HUAaXmqcXwab0nv6/Wh9ZvV1y6Hh4eDA0NMTQ0ZJuQVHZFdek6mkxE3WgZ+5GREV2aXgZ8YoIdGRkhODjY7h0RNSlPQkNDQy4xfO7u7rrs8ngAn1wXcjqqqAyfcKXpBePoiZz+ePfwaaUtyix/M1kFfN7e3jzzzDMAfPLJJ3ZfCDEYDPzud7+zS9fRvi9Rt76+vppBK+IAdbW8KnOrAr7h4WHdxYwsV8rwaQE+eQzpjWVx3xHgMxgM/Pa3v7UDfOKZywF8l8vwqYBP1lMFfN8Ewyfn+eKLL9r1ba0FvypXCviMxtFAJkfg/nIYLi0R5WlubiYiIsJ2Ta+842X4xhul+00yfHqALygoSNNey333mwracMU9fQ3wXQWRG/+9996zq9ChoSHbpCqMvKNOL+7LLl34GvCVlZXZok2dMXzyffG+CtBgrNtFa9UpjPr+/ftt19SOazSOfgNYaxUnuxgcuXTl/4u/6irRGeCTGRQtwKnmJ551tOoSjKse+yLaWeueyvCpLAmMTiIhISG0tbXZ3v3Vr351WYBPrl+9AS4bUbVOtAy01rsifwFcVYbP2WQl66kCPtW1r6WDyjiq7BmM3cMni9FotB0kLtJRWWpXGD49UV26on4cMXzCaLvi0lX38I2HQent7bU7rkYuk8jPGcMn6kovaGPSpEm2CVqMH5GOCvicTUKuAD5XGD49wKfXxleD4RNpr1+/XpPxctWl6ypAEmmL/tfb26s7BmD0CzOnT592OW1HeaoMn55LF1wrj/zOeKN0XWX4rqZLd8qUKZpj4d1337Wz9eNx6boKcq8xfP8A6ejosKvA8vJyXcAnAypwvodPBjvinZKSElauXGn7fqoqei5dLYZPnVSEUdYaJGKwyUZSC/AJ955W+RwxfFqATP3tCCzKf8WEqYIOR4APHB99I/I+fvz4mHsyw6cF4FWGT4tBE4BQdjF2dnZeMcPnjD3R2sMn15sKWMQzatm1+rYeEBCill/OR21TVQyGsQE+8iJJpKsyfLLIn2UTacrAROhyOYBv//79NqZeLa+6IFEZPr2gDa2+pS6qxgP4VNZH7guu7OETNkEsBj///PMxfUkeFzL4G+8ePkcsuhBXGD5HLt1vmuFTxRHDN2fOnDH6j0dEnYq61lvMNjQ08Pnnn1+Vr3KI/icv/PQAn6tlkuvom9rDdzVdusITpspPf/pTu/nP3d3d1sZ6cjkMnzPAB86B9jXA50Cqq6sdur1U9kOP4SsoKODHP/6x3UCVB4vIQwwqPYZPBjFy48vRcqqoE6bWs8Koy4BED/AJozsehk/N70oYPhXwiXrUmnzl/zv66oQAAhaLZcxAFatEFTzJ+moxfLKIyUreI9jf33/ZgG88rhP1PdnlqNUmKsMnyi4DeVcmcbmvqQzfqlWrNOtTiFwvKsMn98vm5mZCQ0M10/D29h4D+NTjjFxx6WpJdna2rb/Lz8uAT7jC5fGgMnyyHq4APlfbXf6iTElJCU8//bRdnarlVhdPQmcZ8C1btox7773Xtp1FgHKxl1EGfON16VqtVoaGhhw+pxelK6fxj2b41Dy1Fmbit5COjg5bcIb6vKsie4r0vA8AW7dudYkJG0+ean/WK+/lMHzj3cPnbNF5uQyfVn3Jc7yWqC7dU6dOOcxD6OXsOSHXGL5/kKgVKA9SMdjk1Y/WKmdkZIS9e/eOcemqgE8MzvEGbch7+1S9xXNaLI0QUQZHDJ+7uzt9fX2agE/+rcfwOQJ8cr2OF/BpMXxyO4hnXHHpahlP+bo6WTti+ASwF6tM+asR8DXgcxa0cSV7+LQmdbmvarGuKuCTDb26AHAElmSQrQZtiHz0DJjWPRnwlZSUcPLkSbsN0g0NDcDogdb9/f26DJ+crrqXTS2Do7p1xvAJ9tERw+eIEVEBn1Zb6oncVu3t7Rw9etSuD2kxfFp2TnbpGgwGvvzyS7uIZbl/ijaW2T6hi7NJyGKx2G0X0RK9KF0ZpMplkseaI4ZPvX61GT617PIeuCth+ER/Fgy8lohjpq4G4JP7txbgG8+CRE0TLo/hEwsq+TgyNf2rCfhkm6e2m9Fo5IknnqCrq2tce/i2b9/ukk6ugFdXxto1wOdEtAyhEAEEBgYG8Pb21gVBYsKXB6qgaOWJUQxeVwDfyMjXX3RwBPhUhk99Nj8/30ZVOwN8vb29Dl2642X45N8ygNG7L/TScpU5culqMXxqvVosFk2WwWKx2JjcwcFBOxeiI8DX3t5uS9cR4Bsvwzce156sj1wX4q8rLl15P5crLl2xeNixY4fteZXhg7GAUdVTNW6irkZGRmhvb6exsdFO/+joaACSkpI4d+6cLbBHZrSvlktX6K8F+EQ5VJsg7rvK8Gnt4XN1QpXbSnUzi/uuAA0ZUGttD9By6YoFjlovjkRv7MkixoIsapn0XLqOGD41z/EwfDAWNKoLM9We9fX12bwBjgCfODlBS6xWK2+++aZThk/94s+ViCsMn9o/nfWxy3HpyvOAmLfEuada6V+OS/fYsWN89NFHtv+7ubnZkTsibbXvfPjhh/T29o7r4GVXxRWGzxW5BviciFrJWgyfWM3LHVj+rZ4X58ilK9xBWkZENuI7duywHReh5aZ1BviEVFZWjgEVMBbweXh40Nvb69ClK97TYvi02CQV5KnslZqGnJcjhk8FfOp9VQTA0IqglPcXqXvGZMAnjLjoLwEBAXZAUgV8VyNKVzBZjkQFzDLTpwXCVYZPz6WrB/jEs8eOHdN16Yp8XGH45PYVK3aVqZMlISHB7pN8or8aDFfPpSvSU9leeVuHFsOnVe/iXa1r6hhzFejL90W9yYBNBUd6E7Ts0lVd6mLMCHsmAz6V0XXVpasFTOrr6zl79qxmmR2BWFf28GnVuysAQZyP6WjRouft0QN8qh56Z/IBti8kCWZVD9DJ88WVihbDJ4MQtX2cuVvlNEEb8FVUVHD+/Hm7a/L4F6cH6O2Du1yG79SpU+zfv9/2rjgZQC6TVr+WF0HOxGKx8Pbbb7usk6PFqZy/szq/BviciOr+kCtV3cOnrnKEyPt5ZIZPZvxEXloMn+yWFTr09fVpgh2wX9HJ72qBscDAQNzd3cd8EHq8Ll1HDJ9qDGQjIQM4lYmQ61GL4ZPBoR7gE/+/UobPaDSOAXwiHy2GT01XBXzgGPQAdgyKCvhgNPAjMDBwzHuOmLPxMHwq4JOjdPUmETEeZFeTlktXnaDVxYqqj8yKqwygzIaEhobS1tZmK6dYbcvjTtblajJ8cv1qAT6VYdSyFbJul8vwyWnKIFOU1RWXrtDBzc2Nd955x1YGeRGi/hZpjxfwif6ipUNtbS0lJSUusZp6gE+vjWUGU77mTGT2VU1bi+GTpb+/3yWGz5HIgG9wcNAp4LtaDJ8jl67aP8UWGGdpinfUY1msViuVlZVjgK+8sPL09LQdwC+/Jz+rp4OjejcYDOzdu5fHHnvMppvK8KlzqSi/IwCulmPSpElOn5PTvwb4/gFisVjGfGNVVLzqMpLdNfIAEIBPBnjy/qHxAj7xjDBW6rEssqFRGT6tzujm5uYU8Ilz5LRYBmcMn6gfLVEZPvm3rL8W4BMGVwV0MiARzzoDfGKi0nLxjIfh0wJ84hy+Xbt2jakTR4NYTEgqkyGArl57quyY+C0DcpXd0HPpymDBlT18cl3KDJ/cfnLaeiLfa29vp6yszOZiVuvte9/7nu23OP5G9AGZ4dNy6eoZSGfG05lLV7CvKhD8RwRtqHqqDJ5WudXyyoDuySeftPNWyCDv8ccf5+6777ZNuqobTatsqjhy6QpQ7grDp+fS1WP4tI6CGc8ePtUbIfTp7Ozk8OHDY3SEUYZPHKOi1ceOHDniNH95H6Wj+nXFteiquOLSlecGV45ZURk++flf//rXvP/++7z00ktjthqJcezl5WUH+NQFnVigwOgcLL4UBDB79mzb771799rpJYCb2BvoCsMnAz5XXbpyfTkTR+BV1vsa4LtCsVgstLS02P4vTzYy6FInUUeATwU1KlhSAZ+670k8I5+xJ4sjwCc/u2zZMlsZxKeY5IlZZfjUjdXjYfj03tMDfPK7ql4qU6XWgdwO8jPygFfrSz6CRBYxgTkDfI4YvpGRETw9Pfn9739vl7bKVKkigyytlbSj92bNmsWECRPGvCezqFoMn3ztcly6YhUsPy9PDDIYdQS2ZMOdm5tre1e0v1a9Wa1WgoODdRk+LZeuI7eyHvMm7quAWa4TRwyf3DfFu+MBfOvWrXOZ4ZPbTh5DTicGo/2RH3oM3+zZs0lKStKN0hXlVl1zqq56DJ9oc7W/yjqJNBwxfN8E4NPrI4WFhbbPXKrjxNkevp///Oc2u/LBBx9o5i8HyDhjfeDrPtvT08Odd97p9HktEfUv90N1XKsMnzPdHDF8dXV1NDU10draOmYBIdIWgE/ue+r4Fnaira3NDtidOXPG9nvFihV2ehkMBjw8PGzpCt3UPXwqySAzgc5Ey7YLeeaZZ8jOzra75irD50yuAT4noq5Y5clG9tc7orDVPXzqql8YMr2gDZGuvEdIBZtCV/GcPCjFMyoY8/LyGgP4MjIybGVUGb7BwUFNN5Qzhs8RSFEBn7pqVoHCeIM2ZB31vsUpDKfYVyeLzFYJ1yyMGiSV4VONu+yG1GM9nbFcWoDP2crQarWyZs0agoODx7A2KtMnvyOekcsun8Mn6+JoD5+oS/l5meGSy6cl6nNi/IkDelXDLr8nmALRJ1WGb//+/fz1r3+1lW+8gE9mExwxfPIEKY95LYZPD4zI/Vjt0+Nh+FSXrgqAtMCL6Nfq/mABAuX7RqOR2tpaXnrpJRISEsa0sdFo5PXXX9d17Tpi+EQbaYFiPdZSdSvr1ZUW4BuPS1eL5d61a5fd0TVq+nouXXkRIA43rqqq0sx/vIDParXy3nvvMTQ0xIEDB5w+ryVyH9ICfGpfHS/DpzXeLBbLmDNp5QWo2Caj9Yk/kb48VzsC83V1dbbfwjMgnpcZPnkMqeNfBPa5evCynh0/fvw47e3tY+rC1bZ2JNcAnxPRAnxaLl0V8MkMgLqHT4+dcoXhE8/IZ+LJUb533333mJWHeFftpJ6engwMDNgBvi1btmgCPtHptSYgmbl0BG5UUVk9uX5U/dWVpCOGT9ZNTltvwnHk0pUZPjlSMDY2dgzD5wjwaRkBZwZb3jQvl18GEHr1KhhX1SCrTJ9cTqGTEJnhU+vPmUtXZkvldlb11BKh34YNG4CvJzihjzNmVC6n7F4xGo0UFxdz7NgxW5kd6aB1T55cDAYDn376KX//+9/tGL6+vj47JlNm+LSYLFcYPnVR4yrg0yqPCnT7+/vH9EOV4RN5iwWiYPjE4vL555+3MZpagK+vr89O5x07dth+u8rwaQE++TnZLqtt900yfHLaVVVV9Pb22vJUx4l8KLZWHzMYDDQ0NBAdHa17vqo8Vl1l+IqKipyCAaG3lshlEXpdKeCT+73WIk4L8KkM38DAgB3RoT4r2tMZ4IuNjbX9FnZDZvhUl67WHj7hBdJz6cr164jhk1lgOX1XGL5rgO8KZTyAT24QeZCqLl150pWfdQXwySyguodveHjYFoShMnGqWw60GT7xrApSxPlm8iSuNRm5EqUrX1cNp2pEtf6qLKkzhs9VwKfl0hX7xlTGQ85naGjIBvjkPiADPj0j4IzhE+9pGVZH72mBQRmQq3XmDPBpuXS1RA7aUCcGVSdnDJ8ISJGNtrN3hX4iPzVKV37X0apZDwyqDN+hQ4c4fvy4HeD73e9+Z9uvqY55LZeuVps6cunK7zqqA/FX6KrFhsHolwLOnDkzZrGiunRF+eWjWATD19vba7eFQS6HwTAaZCb3t6NHj9o9o8Wui3tqXWiVUy6Taj+/KYZPa4JV3eXqIrC9vZ3g4GDAftEkLyTq6+vtAJ9cb/LnL50BPjVy2pntCAkJ0b0n7IZsR1U2TU7bFZeu/I4KjEXZBgcH7dqkqamJ0NBQG8PX398/htSQ03fG8OkBpPEyfLLnTc82/uY3v7H9dsTwyfs85fSv7eH7B4gK+MQ1GPtpNbVBxHMy4FPBCtgzfKLTqDS2eE6L4RPvC6PpyKWrgriBgQHc3NzGAD4VuAUEBNg+Bwb6QRuuMHxaDJ6cplanVQGPDFxUACKeEe4TVwCf3qQjuydlxk0uqysMnxbgc2awtVaBWqyBVl2pxkTWWYvhE/fla2rQhpzm5TJ8Wm5kvXqRQQZ8PYHJxk9vAlPzE6Bn48aNuq5NWY4fP+4S4JPrVW1/0ZfLy8v56quvxgA+R/XgCuBzZtzl9+S+poISrWMttFy6wjaJBaWwEQLwiTEi20F5LMr6y3vsBLjUc+lqMXyqrZDb0lWGT8smuMLwiby0WCm5brUWRvK3aOU2+a//+i/bM21tbYSEhGgCPhGhK+uiJ7/61a9sz7gC+NRTBNR8tOyAvIhSr4/XpavF8A0NDdldLy0tJSUlxcbwqadVqAyfFuBT+75sm1NTU8d4R7QYPnUubWpqoqamhv7+fl3Apxe97so4vsbw/YPEEcMnuzS0OrgMDGWXrrxaAvvPsmgxfDJok0GhlktX0NFaDJ9q4PQYPmHM5Y4bFBREW1ubJuCTJ9fx7OGTmY/xMHxaLKm62jIaRz/0HRQUxGeffTam7Cowk0G1LDJbJR+gLeczMjKCh4eHHRiU61wARSF79uwZk6+WyO+pgE+rHLLOYoLWY0a1Vqigz/Cp7a0H+MQqWG8Pn8rwibqQRQV8YiIaHh62GXuhrx6QFjoaDAamTJnCzTffjMFgoKamxiWGT64TWVSXrtwf5TqRFyOHDx9my5Ytdntw1XzUayrI0QJ8M2fO1NVdbXc9cCTSkt8R+qsuXRXwyQxfT08PRqOR0NBQmpqabJviRR9WGT75M45ibGn1KZnhk5mlWbNmjSmTvMD+Jhk+td3lPNT9g2qZVJAj7sn7/gYHB/H09LTzHglRvx6jp6+apzg70BkzrCcywJXbQYt1FoDPGUCR50OtPcGC4ZPT6e3txd/f3xal64zhk48LkheMogyq+3TBggW25+X6lxk+ebGjigB8WvdkHCGnL5e7v7+fiooKTZLpGuD7B4joKPLAVhk+0N7Dp8Xwqe4dsUIWeTlz6crPiJPGtQCfEEeATzB8np6etlUnjBqVjo4OO0MTGBho+3qESFePRXTm0tVbqWsxfPLEtWDBgjF1KN7TcumKrx0IVkeP4ZMNp5ZLVwV8MlMi2sBgMNi+rCBEZvhkiv7WW2+13Xc0QLUYPpnZ1BN5klfLKXTVA456gE8VR0Ebcp0JnfUYPlEXWnqKZ2WXrtiLJNrLkatc5Dd37ly7iGVXAZ8rDJ+sr1wn8jgRkd0qwNcDc+KaOg7UZwoKCnR1l9MR/TA/Px/QPltUFQH49II2tACfm9vo8U4jIyNs3rwZ+HpR3NvbS39/v20fk2zjRF7+/v709fWN0V9mmoX+RUVFuoynnLaWTRFyuXv4xPiTx6GsmwBlAvho2TNV556eHjsd3N3d7Ri+np4eDh06xMaNG+3e1+u/Q0NDTJo0CV9fXzuGT/RLV7/hKkSL4dOzqVbr+II2xIJZLYvVah3j0pX7s9jDNx6G76abbrKV5b//+7/HAD7RJnLfUF26gv3WA3xGo1EzQFBeCIijup599lm7PtHQ0EBjY+OYunOV4XMmbmaz2elD/7/K8xs2mP+31YpHdDSLq6uZUlZGb1wc91RU0FpWxpzQUL5VUYFXYiKLiosZ+fxzTA8/DC++SF9jI7O8vJhVWIh7UhI3FhUxqbmZxLQ0jK++SkRgIJO6uph+9izVPj6srqpiobc3nUNDLC0sJDQ0lMkNDbB1K10xMQT85S/M8vJiXloaPu++y/maGu4KCCClqIhj7e3clJ/PjIAADL29LDl3jpjkZCbm5zOlpIR3jx3jZ0DE8DA+PT1E7dlDYUMDMwoLSSkvx3vWLB5qaKDg0CHigYeAC0NDLK+rI7W+HuLjMb78MkOtrUS0trKyvZ2OkBCC3n+fkHPnGA4MZM6hQzAwQExDAzc3N/Pi7t3cVlwMZ84wYDTiu3Ej9Q0NpAOrgcRlyzC88AILg4LIO3mSO+rq6BkaIiQvj7Tqak7393NneTmpPj5E+vszNy+PGYsXM+nsWcJycnCfNo1pe/YQY7Xi29fHyoYGcs6dYw2w0mqlKSSE9JwcOisq6Cku5kGLhYhZszC++y5J1dWcam3l+iNHaKmqYn5AADfV1/PRiRP8s9HI3MFBCAuDV16hIC+PuUYjk0+c4IuaGjLq6pgJ7Ni7l7UWC6WlpaQD04uL+fj0aR5tb4eSElJSUjC8/jqh0dE0bdnCHRYLWXV1rAMqDxzAF3jMYKCms5OHg4Jg1y5ITobnn4faWmhpwfrWW5Q0N/Otmhpq33yT9MxMrM89h7GtjTirlbDdu+ny92dRcTFkZUF8PLz4Im69vcT19DA1L4/WwEAm793L4FdfETVtGj5vvom/hweDx4+zxmqlLSKC9Jwc2g4epLG7m6eAqVOnQnY2lo8+4oK3N3ecO0dMVxe+fn7MzM6mtLKSuJISbunuJmzx4lGdKyspP3OGtPx8AuPi6P3gA27s7mZHURHrrFaM9fXk7d/PIxYLBQ0NrAFWWCxszMlhHdBQWEhQRwezT59m57FjPGSxEHDiBM0+PizMzqa2tJQ5Pj4sa2nhk9Onua+1lbDyciwhIcw5fBgvYFlkJDMKCsjt6mJxdjbGggK6Rka4r6UFPz8/As6c4db+fixJSawsLKT35Ela2tq4obAQPD3h73+HHTsYuu46jC++yKKoKDrq6ph38iQDnp6klJQwpbiYd44eZR1gqK8nwc+PBQUFeE+YQNjf/851xcXkdnfzM4OBCT4+hPX0MCM/n8rBQR5zd2dOWxudQUGsrq4m1MODi1lZPGC1ErVoEUHvv8/AoUMkLVyI9eWXmTZ5Mj2HDzO9sJAJN97ItD17mAls3bOHtSMj1NfX80hSEmzd+nXfKSmhpLSUtBMnOFVczIPR0YQePEhOSwvh77yDKTGRqqIiUrOziUtNhb/9DXbt4kB9PeusVvw7O6nMzWXuqVMQFkbkl18yr7GRC97e/LC/n/1btnDj5MkkfvUVtVYrc0+dIuz0aXbk5fETwK23l84TJ1gzPEzSLbcw/Mc/4ldYSIvVyl0XLxIZFER0fT2WLVuYctttGP/wBzqzs5mQlMTs7GwCAgIIKymxlcn63HN4VlTQPzDA/NxcrktJwbJ/P+67duE1cyZLjh9nosXCob17WdPVhXdEBAMff4z/l1+y6OGHsT73HOe/+orbFy/G4/33R8f1hx/Cnj1c9PNj4kcfMXfiRKiuxvruu+w4epTvG41244muLigthc2bITGR4ZdfZs7gIFXd3aTn5ZEUFwenTrHGaqU+MJA7zp3Ds7SUJStWELxpEykpKQQXFsLWreR1d5Oek0PiwAD79u/n4b4+PP39KXvtNW4fGaF3wgTuqaggsreXjro6Ug4fpt/dnaWdnXzxk59woquLdUAsMNHPj7va23GPimJBRQXs2WPrB4N1dSS4uTH37Fmm3ngj/h9/TGpDAztyc3mit5d/evBB7kxNxeOjjyAxEV59la4vvmD5Aw/AK6/AwACcOjVaV5fSNJw9y8SpU5n02WfMnDmTgS+/JOjzz1n40EPw/POENTeTkpJCzwsvUHDuHOl9fcytqvq6b1ZWQm8vvPkmBAQwtG0bfl9+ybz778fzj38k2mIhwd8fNm4kv7qamYWFzG9sZM6aNQS8/kjMZN4AACAASURBVDq0tNCUm8t1hw9jnDCBWXl5hBcUUNTVxfKiIk4fPswdKSl4bdsGiYmM/PGPBBQVMctkwvLyyzRfvEjN7t2ssVp56/BhMltaiG9v59CJEzzc04PJZKJh+3bmVVRwzmDgsY4OZnl5cfDQIZZVVNA9OEhKTQ3X19cTtGABwW++SXpsLPt27uRRoAtY7eFBWm0thxoa+NHQEK1nz+LT24v1rbc4eeECN9TVwZ49FFsszNy3j+6qKpK9vXHfvBliYhh+4w3cv/qKlFtuYeK2bba+Z920ifMWC98+fRqOHbPNT3I75XZ1kZ6Tw9tVVXVms/l1LUxzjeFzIN3Ar728qAwI4NiiRWwAWr29ObpyJduA/Kgo3oyPpyU8HMuPf8zv3N0hMZEsk4mDQUEUJSWxAWj09WXf/Pkc+da3ICWFPwQFURAXR8HUqXw8Ywbtvr5sAI4tWkR9RATbZs2ifupUyMgAs5mhiAg2AH+LjWVgxgw+//a3+aK/n7Jvf5vB9evpDw1lA3B82jTOR0fzp4gImhMSyJ0/n5ann6YOOHDjjdQuXUpXWhqYzTRGRZEzfz6Hv/MdeoKCMGzYwDZgH7ABqPHz4+CCBbB+va1Mx6KiOBQcPKrThAkU3nUXOenptISH89n111MQF8cXISF8dv31/PfOnWA2w9NP88+vvcbOuXM5AGwGskwmiI3lD0FBdD/4IOcCAqjMzKRpyhQOTZ5M7qpVtHp7swHYP2EC1fHxnLr7blqvu47aVavYPns2vcHBvB4bS1ZsLPnBweSuWsVZ4JVLZe0ODKTl6acpnj6dfcDRlSuxJieTk54O69fTHhxMlsnELuBoZCR1a9dSBXyUlATr1kFKCpjNHAkKomz2bBqefJJGd3c+nDaN4SefpNjDg5rHHuNkUBCnpk8Hs5mugABqn3iC3PnzIS2NvDvuYCAtjc1eXuz/1reoAzCbeRvIAXbMmcNpd3dYu3a0rmJjR/9mZIDJRNlDD3ExNJQPIiP5154eiI3lzOrVlM2eTefixWSZTLSEh4/qK7XT2euuo3LmTBqefJKeiAhYv55ckwnLlCnsXbyY6mnT2GYw8MWSJXQFBIDZzHshIZwF/paWhnXpUsjIYNusWTR7evK3tDQOT59OU3w8mM1UxsayMySE0oyMr3XOzLS1U/+0aWwOCKBwzRrqgMI1a4j+6U85aDSyc+5cWzt1/+xn1AHWZ56hYOpUypOSwGymwtOTugce4OTKlbQHB3Ps1lvZBRwMCgKzmVpPT06uWEFOejpdsbFsuNRvS2fOtLVDxfe+x/a4OMp8fPggNZXKxES2XepTrd7eYDZTYjJRFRY2qn96OmRmgtlMb3AwG4D6FSuojo8ny2SiLjaW3PnzafrhD6kDspctY19YGOXx8WQvW0ZXYiKnlizh9dhY6oC/TpxIUWoqFcnJvBoZSSnwQVwcrwYH0+jrS5bJRNP117ML2Lt4McNxcbB+/Wj/TEnhjbg4+pYsoWjaNDYAPUFBbJk6FZ5+mrPAJ/PmcczX12YjbO2wdi11l/pJDtB02228ERdHo7s7GwAyM7mYkMDRlSshLQ3WrmXn3LnUAfX/9E+QkUFlYiLHb7uN1gkT2JuczAagwc2N3/r4sGlggJb586n43vdoDAmh5r77qHnkEaoutXPN3LnsAnbOnQuJiZy79152Tp5MqcHABqAyJQVWr+bjGTMYiYoCs5kPIiJojIpi1/z5JD/xBD8+dsxWptKMDM6kp1MbE8OBG2+E9HSGH3qIZz096Q4M5NDNN0NmJnne3rT9y79AWhrN99zDazExEBuL5T/+g61eXozccMNomjNnwtNPg9lMX0gI706eDKtXw/LljPziF5S7u9uNJ8xmWLVq9J/ZDImJvDdxIjX33UdLeDj/5eZG2eTJbDcYeDM+niYPD7KXLeMVYDA5mbcSEuhZsMDWTl0BAaP2b+1aznh60rVuHaSn85ehIVvfPHH77Qw88AAtKSlsAE57eFBz2238YmSEukv2eTNw3M+PdyZNojEqylYm0Q+6ly+nftYsXo+NpW/iRD6dOpXup5/moocHmM0cCg6m56abbGVi/XpeAJvdY/ny0Xq5lGbV97/P1thYOiZO5IPUVDCZaFu5kj9HR0NsLFkmk83u3fLVV/y1uJhDkyfb983MzNFxZjZDWhod99/PK+HhDEdGsnfxYsoXLQKTCcxm6sLD2TZhAr90c2M4MnL0ndWrqZ05k+2zZ9MSHk7ZnXdSeOedNPr6gtnMPi8vBpYts5Wp4M47+VtyMqSkUP3ooxTGx7MNGPr3f6feaOTTBQtoe+ghyi/Nv5hMHEtK4s/R0dQbjWxKTsb6xBOcCwxkyRdfUBkby98vjff+0FBeCgmBzExyLrVJHrA3MZHdCxfS7OkJZjNhTz8NJhMjv/gFF0NDbe3U6e9P17p1nJs1i5FbbhnVOSWFlsxMfg2jdlvqe+cefJBmf//RfinNT3I72fqWA7nG8DmQDRueN1ut/5vISDdqa79NWdkUJkzooarqXsrKWgkJmc2FC0uYONGDoqJF7N8/xCOP3MSLL0JjYx+enjMpKprNpElulJTcTFNTImlp1/GnPxkJDo6ks3MSBQXT8fO7SEXF3Xh5LcBq7eXs2SWEhITQ2JjE1q0QFdXBm28G4eU1izlzZrNpkz/V1WVERmaQn59If/9pjh37Nv7+M+nvN1JaegNJSVHk58dTUpLM8ePvAesYHAynv9+PTz+NoKGhkIKCGZSXJxMS0kROTjoHDpyBSxxfdLSVhoaV1Nam2Ba6bW1DtLdH0da2gpCQDjZtCubcuRD8/QfIzp7H4KCBurooWltv4eLFL4B1nDkDv//9BgyGH1JfXweXOL5lyxJ5/nkIClpIfv5J6upWMTzcS15eCNXVaQwMnKG8/E68vacSEBBFXt5cfH1HOHUqgSNHwklNdeOzz6YzMhJFX58vjY23UlqaDazBal1JWFgL2dmLuXChm8LCLiyWB5kzJ4q33zZQXZ1ES0s+R45cT1VVC4GBC6iru5Hc3I9xc/tnBgbm2BZQJ06cwc1tHidPJlNZuY/GxocZGZnGl19+ysDAo5w/f57h4YWUlMygv/80JSW3U1ICKSkp/OUvBiIjg/n44zZGRlZRXf05sI4DByoBXwyGx2lvryYo6GEtgo+33rLS1lbGhQuL6ehI54knTDz3nJWODncslgns3h1GQEA3RUWL7AiJnh4jfX3x5OWlEBDQwr59SRw6NMCMGTG88YYPHh7+HDs2ANxHeHgrOTnpHDzYRk9PE/AUKSkp5OQY+OgjC15eVZSX30VHRzT+/r5kZ8+koqKEkpI4OjtvYvHiMNvi/cyZcvLz04iJ8WPLll76+m6msHA7Vus6CgvbMBojsFgeob7+rK2dcnI20tb2KJ2dHtTXe3L69GyOH/+E4eGHyM0NwMenmSNHrufcuTp8fObQ2rqcU6d20tJyHxUVEYSFGThwYCbgxYQJt3H69FS6unLJzl5MYaEbFks3LS1r8Pf35/RpfwYGbmPSpGGKi28jL6+H1tYWiouXyAQfUVEdvPaaH1FRi6ir6+DkyXl4eg5QUpJCcfGUS+PpZ9TWgr9/AgUFC4iJ8eSLLyIoKrqO7u5cDIaf4e0dS3d3CPn5M+ntLcPD4zFaW2cTGtrDhQv34OERSlbWRSyW+1m8OIb33gvk0KEBFi5M4uWXrSQlTSc7u4fCwuksWRLD3r0zsFpnsGfPVoaHn6Cjo4OJE+9XCT5KS0vIzU2juPgU0dEPcvBgKL29+VgsPyYx0URhYSVHjkwnNTVOEHzU1x8A1tHZ6U9ubiWnTs0lOHiEQ4diqK+fg7f3Bfr6nmJkJIjU1OUcOBDP0NAFCgoWcPp0KLm52zEYfkJvrxvHjrUzPLyGFSum8vLLwxQXB9LbW0NLy/3ExSXR1TWJLVss3HbbFF5+2YOvvurguuuiOHx4Ng0N9Rw9asRqvYd9+17h4MEFVFZ6MTg4QF7eApKTE9m/38KuXe7MmuXNsWM3YLUmsHfvIbq61hAZ6cOHH/aTnR1KRsZ8nnvOSnZ2BYsW3cb773vIBB8+PtVs23YdcXGzqa6Gd96xcPz4JxiNP3BE8PHyy8MMDs6mp6eavLxvEROTyJkzRqzWNfj5XeT8+bs5f96X5cuXsGlTMFOmTKGoKIStW6GrK5ecnHQGBhL5/PP99PY+RECAF2++WQHcxYQJvZw/fzeDg7HU1LRy6NAUPD0H8fW9n+zsEKAULnF8fn4JtLbeQUyMJxUVC2SCj4sX+ykp6aOy8gbmzo1m61Z/mpunc/LkJ/T0PE5OzlkmT76VHTt8BMHHF1908cADyzUJvuees1JQYCQ5OY59+yYzY8YMvviin7//PZgHH1zA889Dc3MYKSkpbN4cQHt7A76+q6iuTrPptGvXWfz9IwXBx9atQ2RlBfDd787m1Vd9GBqKICAgkY0bobo6n8LCmTQ1LeC+++byxhtBtLTAiRONZGdP5pNPXsPD41Hy80Po7S2huHgFhw+fJjl5Fdu3e5OYCK+8MkJpaTA33jiLl1+2cPFiMyUl3lita8jJeZv+/h/S0zOJkycP09mZgclkYseOBs6fn4fVWkJX1xN4eMwgJyeH5ua7iY+P5sKFJBoaFjN3rh9vvx1OdPT17Ny5Dy5xfB4eq6mrS6Ot7Sh9fU9x4EApJtNq/vpXC9XV+dTXL2XPHhgaKuCLL+ZSWdmFp2cSW7Z4kJf3Kdu3B5KfH8SNN05h587rbH3v/fetjIyUc/bsEk2Cb8sWC93deeTkpFNV9fY1hu/ypJsf/OAC/v4VLFp0DNiAj08bNTWPAdsICztBYuJGwsNbWLcO4NckJoLJlEVw8CEmTSoANuDr28iCBftJTz/C1KkGAgNfIC6ukGnTikhN/YCAgC5gA/Pn5xARUc+cOTuYOrXetngPDx8ENhAX9ylTpnRy882HgBwWLSrif/2vXsLCBoANJCdnExNTQXT0n0lIaGb+/Fx++MMmoI7z5x9hyZIaFizowWyGqKhGFi48yo03HiAgoIsNGwwgcXy+vtUsWvSVbaG7dOmXREQcJSTkK372s26++uo97r67iPT0HMLCmlm8eC/x8YUEB/+dxYv3AnWC4APOMm/eJ3CJ4zOZsoiNhZCQl8jI6CIw8Bzf+14FSUmNTJlymNtvP4G3dyuwgQkT9hMfX81dd+UzaVIbt99+kTlzdhAc3Etc3BvExHxJcHA+d955Ei5xRyZTFoGB3Tz1VCMzZ54D9rF8eQ4pKZCensP69RAc3I7JlAXsIjLyKI89VoPBcIEpUz62W0AFBuYwfXox//zPzbi5NTB79naeeGIAD49iHn64nJCQU6SmnrxErqzi8ccvMn9+LmlpcNdd+aSlDeDr+yE33njAVicJCVlADmlpf8PNLd9G8FVWZssEHw88UEJYWC1RUR8CG4iNhbvvPsXs2WUsXtyJyZRl63uinUymLBISTjNrVhVPPdVIZGQv69eDyZTLlCkWFi3aw/TpNcBWW9ubzRAc/C5wlgULPmXpUisZGTB9+kd4ejazcOFuZs3KIS6uEbMZJkyoIjx8Fw88UGK3eI+Pr+bee88ybVo/vr7v8sADJUAd9957FtiMu/tXpKX9zdZOP/1pJ1DHyy+HcvPN7SQllWM2g6dnBffff5Fbb80nOLidVatygV0EBR3EbAYPj4ssX55LenoOEyZ0wyWOb968CsxmCAjo4pFHzjNx4k58fctJSdlMYmIlnp4fAxvw8mrBbIalS4sJD69SCT4CA0fTXL68jvj46kv9tY7583N56qlGoI7ly3OIjPycuLgyli3LJjGxi6VLTxMT8xpQR2LiRlJTi0hOriQ29nWglIkTPyYg4I/4+jZiMmWxeHEzsItFi/YQHz/C+vWj/TMlBWJiXuOGG3qZNq0I2EBwcC+pqR/YxtP06R8RGJinRfARG1vHPfecBnK49dZGJk78K1brRWADmZkwcWINK1YcEQTfpbFZx9q1dWRkQGJiJatW5RIT00xq6ufABtzdG/Hx+S2wjYUL28jMrCQ4uIGMjDoefbQBqOL++4uZN+8isItp0z4kMRHuuaeYlJRdWK3Fl2xUBatXQ2rqB0REDGE2Q0zMx0RGNlzqG6M24plnrPzmNz/igQdKuP76U0RFXeTmmw+Rng4PPDCAt/dvCAzs5uabD5GZCb6++fzoR62kpcEdd9SRkPAWsbHwf/7PMF5e2/j2t4dVgo/g4F6SkzcJgo9///chjMZzzgg+EhLeZ82aGiIiWjEa/5OkpHKMxh3Ex7+Jh0cTS5d+CbxCcvIAkya9w4IFPbZ2CgjowmTKYu1a8PQ8w09/2kl6OsDbtvll+fIcHnpomNTUNmADnp5nuPXW6kv9/GuOLyAgl8TEjURFNaoEHzfd1EZaWjO//70f8fG9JCXt5KmnOvD0rMVsBn//L7npph6Z4ANe0CP4yMysJC5uO/Hx7Uyf/hEmE6xY0UpMzGvExo7aHWH3Hn/8Ik8+OYfrrjtop5OHx/sywcd997UTEfEnIiKGWLLkCxYuLBMEHxER9cTEfIzV+oytn6xeDceO/ZI5c3bQ0XGM7363mhUr8vDza8JsBh+fz/nOd/ptZVq16izTpu0hJUXoXwBsY/36QdzcGpg1axsZGS34+pYDGzCZICnpOJGRr2I01pOa+gGPPTZCcHD5pbmoigkTPmf58hwCArqIjHyVzExA4vji43czb94neHu38h//Ybk038H69YOEhNTY2snfv5N/+7d+Zs06x803j/bNiorPMBheAH5NWFiXXd/LyCglIKBFl+D785+j8ffvvDSn6cs1wOdEoqKixmy0Pnv2LIDdxk1HQRvyRnutiEex8VwruhK+Dg4wGo1UVVWRkJBge354eNgWEOAoSre6unrMRlNHkVRq2LlIy2Aw0NjYiNlsHrPpXGya1YvIldMR1+RN1XJAgbrJWt4A7SxoQ6QtR7k6CtoQG4c9PT0dRulaLBZbkIbW9xUNBgNHjx6lqanJlq6oRznd1NRUgDFRvbt373apDVwJ2lDbXyvKV42YVa/JQRtyf9aqbyF6x7KItLXyBGybnD/99NMxUXBawRZaQRtyXcljSX5P/atVj/LxDVrBFKKcarS4GrQh35frRk1TL9Ja3YAuvycCkvTEUZCPXrllUaN05baTv7Qhb1A3Go22NhBRuGLsiGAMOcBMtKGbmxs7duwY037Cpqo2SiuYSd6wL+vtaLyoQRtqMIsjkdtd1I9IQz1yRi9NrWASEVkq6thRGlpBG8PDw3z22We2/iHeHR4etqs3+Zw5V2Q8QRve3t7MnDlzTOCBXC9ymiJoQytKV/4LcPDgQVuerpzDJwd+yRG7IqhPLYM8F7m5ufHb3/7W9nUleQ7v6OiwnRN677332t4XUdp1dXWsXr3adv13v/udnW5y8JNsH2Ud1bpwFLTR1NTkUtDG/xjAZzAY3AwaGhtGRfdbJQaDwc/BPW/pt4fBYND+tpYT0ftMjzwpaXV8OZpTBkNqhKswmHLUrtz5lyxZYuscNTU1tlPBxUAODg7mhhtucAj4RDlkPY1GI6+88opmmQXAksstOrt6GKtWFLEqeiBQBW4CWKnRb/LEpXUsglaeskHX00u8KyJwtaJ05XeFfiJUXwBAkc4vf/lL23cQ5ahlufwiIlqNZFPPwRLAUp2s9cohRI7SVaMV9QC5XI/it1x2+bqjSVTr4GW5LbUig+FrwHf77beP0VM1/HLEmtqf5bRFfnJ5AE6ePOmwLsVzekBMlMUZ4FMXI+pi70qidJ0BPjkdFRhogSi1vGJMqOfwAWOidOXjoURZxeQuxqAAfCINFfAdOHBgDPgS40dM0CqIVSdL+b7W+XBadaPm2dTURGVlpcM61bI/choysNE7k03VWRZxjJcQFcioZZClu7ub+++/n/7+fry8vGxtL86zE3UhFqyuiujHchp6C7/h4WH8/PzG2DP5KB7xvuhHelG6MBb8iDxdOYdP7m9i/hN9q7+/39Y/PTw8bGdFij7n5uZGc3OzrS3E/GQ0Gmlvb7cBvunTp9uNZQHaxKfxrFYrra2tdrqJMmuRO+IbwWpduBL17Ey0zzT4fyNPA3cYDAYLEAn4ApWMgtJPgBcBDAZDALDXarWmX3rvQ4PB8K9Wq7VQI80dBoPh10AVsAy4wWAw/AJwA6qsVqvjJY4nZJHFoOcgRzkKJuj36AcT0AAN/g20RLbQZG3i+ezn4QaobK8kiyzao9opcysDE3QaO7ngfQFffCltKaUzrZMa7xo66KAoqohZQ7PABMcNx4l1j+VM8Bki+iLYdGYTpS2lNPU34bHEg4tRFynuKCaLLIiHIwNHqDpWRZwhjrDVYRSVFRFhjKB+aj0Xhi7wZduXvPuHd3n13Vd56s2nyGrJoiOkg51ZO2mggUpDJY3TGumiC3OWGVKBQSAeenx6OGo8yrOHniVjZgZZZNER1EGvRy8v5r8IwbC9eTsttJBiSeGE9wlCRkJoi27jiPcRCABzlpkwnzCIhLzAPEgEAuCA4QC1XbW0z2nn/eL36Qro4u2qt5nQP4HygHJqu2oZ9hgGE9RE1BBLLHkdeSx2X8yR+iPkh+Qzc3gmNVNq6BnpgW7Y2bFztNckjrZZGmm8WvgqA9YBmAx7B/ayvG052WTz7KFnaaedfPIhGRpDGnmt5DV8YnwojSrlueznWJW8is1nN9Me1k7+YD61BbUMeg1yOvQ0r518DWuklXcuvENnaCeFboWYs8xMGZpC94Jumt2bya3NZUf7DrwbvOlL6eOA8YCtTuqi6iAeTgScYDB8kNdOvEZddx2tQ62Ys8wkhyUTGxDLptpNDPoM0pDYAP5Q21XL9rbtRFgjsDZaySKLGczg+eznGRgZsLWTt4c31kErZ4vOMmN4Bs8eepbsoWyWtC/hqM9RjINGSP26nsxZZtqS26ALTvifIKsyi4beBgoiC4iuieaY7zECjYFYhiyYs8zUutXSltDGptpNzO+az+u5r5MYnEg11RQ2F2JtttIztYfNdZshAD5q+ghmwsjwCLmBubZ2eiHvBQgA0uBI5xEqqAATDLUPsblqM41djUxkIse6j0EydER1YM4yM+AzwN7evQwzjO+I7+h4rIb8gXzMWWYa+xv5y7m/UB1bjduIG8UxxYQRRv+UfvCH8txyzFlmSrtLGfAcwJxlZtnkZZS2lFLZXskSvyVggr0Ne2mllXLKSSaZWmqpK6yDgNH+1BzTTLVbNYUDhXj3eHOw7yB1KXVQDpWJlYQTTsBwAHVT6+ACVMdV0+PVQ59bH1lk4dbqBslw1PcoNd01vHfoPbLJpqS5hNqUWg7WHqSQQjBB61ArRdFF/PHoHyESCiILcBtws9mIvL/kMe/xecT4x1BLLU3eTUy5aQqfXvyU6snVWE9bIQ025m+kcqSSioEKTLUmTtSe4GTQSQiA10peY6nHUiqp5GT3SWa4zaA4sBhMMFw5TO/cXqiCvI48CjoLsFgsbK7ajMHdAMGwpX4LsYZYSIaSmBIq2yvZ3rydsvAyerx7wARnes+wtXArRdFFXOy8yCtnXxnt3+X2NuI/D/4nhkADW+q3MDQ0RLghnHPWc9xSfQu5lbn0X99Pt6Gb7JFs4vLj6I/o5+XTL/N9/++zo2YHVZOqqO2q5ZWcVxhIHuDghYOcaD7B6tTVZFVm0dLXQnx/PKWxpWwt3Iq/pz9fnPsCa6iVjFcyuP3O2/lO9HfYWbWTRfGLAMityyVzTiYXEi/wQfUHuBndsC61UkYZlhQL1UnVRFVHccBwABZCSVsJ5xPOc6zxGGfOnOGTw5/g3+FPWVAZD7/0MBctF3kh7wUWXlgIc4Dg0fll78BewovCudBzgfiH4+k71cfuxt2j/Tx3dLzQAj0RPbTGttJAA388+kda+lq497p7GUgfYF/1Piz9Foqbirk1/lbORZzjT6f/xLD/MOYsM30T+9h/YT+bajeROSeT90+/D4uhpLmEzWc3szhuMd2D3ZxpPMMTaU+wsXIjNRNqqOyr5FToKT45/Qmnak5Rl1JHbVctWWThjz+5tbl81v8ZNxtu5pzfOcxZZp5Ie4LXTrzGWfezZFdns698H6uSV7GzfCfNM5q52HWRg8aDJPYmklKZQlZlFs1uzdTG14I31PfUszlrMzMjZ8JkyA/OhzD46OJHnOs7h4e7x6hdSBhgX+U+LpRdIHNOJn9r/xtVwVWUNJeM6k8NHrM9eDb7WQiAM2FneP/c+wyGDOJ3ux8fn/iYMp8yGqc3wgkoii6i0a2RkaARMEE11dRG1rJ3YC+3tNzCxeSLbMzfSDXVWJdaoQSqIqqoCxq1EbUptTAMX1Z8SY5XDhP6J9jaaXBokN8c+Q01wzV8Xvk5Z9rO0GpspSCoAG6Aur46zFlm0mLSANhUuwkPPHj20LN8uOlDPvjlB2w+u5mp/lPx8PUAE3TRRR55DiHNVWf4DAZDqMFg6DIYDN4Gg8HfYDBsNxgMXxkMhrcNBoO79FyZ8upbwEtWq/UW4D+BjZd+v8boxg4hQ4zCEsHuzQUyDAbDf136l3Dp3mRgAPACvgvcAgQC9176v/3H6rRkEEyY8O3yZaF1IWSBz7APZAFFENwSzKQLkwgnnHXp6+AQJAYnYsJESGMI1w1eB1ng3e/N4uHFpJNOSngK/sf9mTg4kWlMY8rFKQS7BUMWzB6YTRRRzOucR7JnMhkzMzCbzNAFfsf8SGhKIGI4gn+a+k9QDfPd5vOjWT8i3Cuce0Lv4bqO64gdiSWhIoEEzwSia6I5/+Z5In0iIQsWeC/g+ujrMZvMRBHFIhZBFgQQMJpPEVAOZIF/vz/phnTW37CexOBEllqXEtEaQWhTKD+Z+xNoh9WRq0knnTBrGIsHFpMwlIB/tT83jNwAXWA2mXl60dPQCAt6FozC9zOjdRobEEvo6VDun3I/Otw1lgAAIABJREFUgd2BPDLxESZ7TiZ1IJUV3ivwGvSCLIhvjieeePb/+36SfJO4NfJW5nXMI9gYTML5BKKboglqDeLe8HuhETg2mn4AATyW9BjzfOZBOSyxLGFqxFTSGS1TMMGYMEEpxPXEsTpsNaHGUGa0zeAni35CSngKZpMZv3o/UkZS+Mncn+DW68b87vk8OvNRfDp9WB22moieCFIGR58N9won4EQAIedDSItN497we5kZPJPgymBuNt5sq5M5zMGzwZP0gXSM9UbWzl+L2WTGc8ATs8lMxswMTIkmvhvxXSIsEURVRkEWxAbEcmfQnczznsfiiMWYMBFmDWNd+jpbO5kwkdCfwByfOTw17SkiPCJYf8N6lrgvITk0mfnd85nhPQOKvq4ns8lMQGEANML1/dezNGEpGTMzmFo3Ffc+dxYPLGbO8BxiDbGYTWZihmOIqovi/uj7iQ0YvZY5J5N44nkg5gGmBk3FeNLIIxMfgS64J/QeOAMeNR4s7Floa6d/mf0vo2cZZMFN0TeRRBJkgVeXF/fG3suq4FUEE8wK7xVQCv61/phNZty73bnJ4ybSSSfOJ250PJbDXO+5mE1mKk9XElEQQUJ9An7dfiRVJ5FIIm6FbpAFd918F2aTmW95fYsoSxRmk5n0+HQy52RiNpkJ8wyDLPhOxHeIJ360vxLLfObz+JTHoQtu87uN6KZo4objWOmzkoneE7kl8BaiiqKgCyZdmEQqqUwxTiHuXBy0wKSGSQSeCsR30BcTJhaHLoZSWNC9gPiAeNbfsN5mIyLORvDt6G8zjWmQBYGGQGY0zbCNp8kXJhPSHvJ/2Xvv6Kir/P//MZM66b2RkEoChB6KIGVgERQUWBB7wbKAbXdt6+qqmbjF3cVl7RUV0EUULFQFFRJAQkmoIUB6n/RkMmkzSeb9/WNyx5t3Jqjn9/mc8/ue795zcjLznvf7ltd93dd9vl/tOmTEri27MOgNrJm8hiiieGPlG9w26zYWhi8krizOQedVE1YxzDaMa9yuIS0qjTWT1zCpbRKYYXXyao69d4w44vh14K8JU8IYbxmP6xFXXDpdcD/qDhdhRvgM7ku8D78eP+5KuotHJjwCrXBvwr1M8ZsCBZBYmUhcQByL/RYzpm0MlhoLZMJoj9GsGL2C+LJ4Qj1DMegNDKsaBvUw3TLdISOenv40rl2urAhewWQmE6WJQq/omREzg5uSb8I31xc/jR9zNXNZNWEV3s3ePDj6QdKi0rg+4noSKxKJ8o3i6elP413izayYWRj0BsaGj+WRaY9g0Bvw1/qT2pDKitErWJi0kCenPAlNML5jPM/Meobnf/s8V/dczQ0pN3BDyg0Y9AbiAuKIr4xn5bCVhGpCIROSSMKlwIWYohhcOl3s9DwByQHJpNSkMDlkMreNvY2ZvTPRdmjRoyeiKgKMULaxjMvfXoYz9vlxt7gz2zabeyfdS6J7IgkVCXg2e7IweKGdz/vnUZOnwbfJl+jCaMKUMMeYQj1D8cv1Y1bILKaFTGNV3CqiddFEV0SzZvQaPLo8MOgNBDUEMStslmNMT171JG45bg65tzBpIStGr8CgNxDlG8Xtw24nri6OGPcYPI560J7XzjUR1xBTHEOUbxR69ExmMmlRafbP4ZMJqQpxPP/87OeJa41jRswMDHqDXT7G3Uj4xXBC3ENY6LGQKZ5T0Mfp7bK0L4SwUvu+FeJhr2fF6BVQDJPbJ0MT3Jl4JzOVmegsOrusrvZmXvQ8x5gW+S5ijHkMKSEp3BJxC/6N/vhU+PDYpMdw6XQhtjSWlbEr8enwIaE8gVG6USRbkgk5HwJmGN88noTmBEJ6QiATgjuDSe5MZrH3YrTtWqZ2THXIPe0hLRghoiqCMY1jwAyRlyLhPMwePpuJpon4W/wd86Trtfd5gvsE5g2399m/x5/kxmT8zvoRpA3CoDc4eO/m8Jvx6fXhmVnPcPbts455yvsqz06XfhmhR39FSPO/YdK9BvAEZmPX2hUqijITO/C66QrP9QEvajSaZHFBo9F4AAagof/7tcBBYKJGo8nCnjJuPbCh/y8WiOh//G/YIcx3wCLswHAkcD1wUlEU888dUH5+Pp9++qno048dlvyb1EXtO+TM3CQ+u7q6Onwq1KYKUYRPR1dXlyORq9rfQ5g+hMlF9h2CwSZduT/qotVqaW5uJj093TEeOVGmmhbOVP5qeji7Jo4zk/0mnKmuRUJLtUnXmWlPFNmHb6ixg92c2NnZia+v7yC/Rtk8KeZK9FNOfi2PUTYxWK1WPDw80Gq1JCYm0tvbS0hICGVlZYNMEGoTi/qEDlH3T/nwDeULqnYnUNcrj0F8vpJJVxTZ/CD78Dkz6cr1O/PhE/fJY1AfiSSbN9T+N6Jeq9U6oN/79+93JP319/d33PfVV19x8eJFxzFUYKf7U0899ZMmXZkmapOuM58nsbb/J0y6V/KjdNZfdXtqvhDltddec/RVbbKV/SadmXQ9PDwGnVcsTGNqs7zsUyUfUi/7h4nn1PRx5iahngu12XEoHz71UYlw5SPGhJleXZ/s3uLMpCtM2KIN4dbx1VdfOa1fLdvU5s5XXnnFsT7lIszBYl8Q9cg+fIqiDPLh6+jowNt7sHfUtm3buHz58oB5FH28kkuEt7f3ABOufNKFPFYhL5yZdGUekou8ntQJvJ358FVXV7NhwwaHvBYyzWKxOMaldrmSXREEf8tuPx0dHQNcKmTTsSynxDgE/WV6iFO61CZdT0/Pn33Sxi8xy8P/DuC7Fnij//804FD/9SPAlKEeUhSlHXgO+Id0+VngY0VRqvq/fwv8CjgNXAf8BmgFxiiKUoZdo9el0WhWAuP767UB3sCdwN3AYWDoU6KdlMbGRu666y5gaB8+Z0XtwyeNdYBgE8dyyQByKMDX2dnpcCIVjCR+E0yhBnwajYaXX375iudVAtxxxx2Oa1qtluzsbE6cODFgPLKQcSaEf6kP3+zZsyksLBzgwzeU87R8tI3a9++nfPjkUwPUxd3d3XFkjzozvhyAIANSZwdqDwX4hJC4++67HSebREZGDhJQ/9s+fPJv6iJvLnJ78kuI7EMn3xcREeG4X/bhkzddQZ+hfPjUwFaMU5xwAjheumThp/YzFb+LFwlB4+zs7AF9FPcZjUby8/N59tlnhwRvQ9FJzYdq0CFv3uIZZy+IvxTwLVmy5GfxgRoQyDLHGeBT+/AJH1XhUC/GrgZ8Yu7Ei41cl/ArlschNlTRN7FpyYEKah8+NW3U7cgvivLvV6KTGvCJ5z/44AOam5udPlNWVkZcXJxT3hBrRKzjPXv2OPjor3/964CxBAcHD3hOpo88TjE2dXvympSfF/JG3hcURaGnp2cATd3d3QeAhebmZgIDB2+LW7Zs4cKFC4MAn1iDV3qJVp8s4WweZR8+NU+qXxLksaenp/8k4BP1FxcXs3PnTgc/C9kkAJ/or/ySJsYrn1nf09PjkOXqgD1RZL6WZa4a8IkxqmX0L/Xh+6WA73/Dh286MBP4HmgExJkxHdhNqoOKRqMRXPMFdjA3qf/7LuBM/+8aRVH6+n38UBSlU6PRXAN0Af/s1/i5Ad3ABeD34NBv6oCk/s9hV+q8RqNZDawGCAb0mZnQ08PKCxewAskFBUzuvzemtBQPDw+iLRYwGEgHMBjQZ2YyrKaGqBMnuGfxYgouXiS8udm+0RgMPNHeTurJk3h7e5NYWUlYayuRfX2MPXYMnU5HZ2cnkUajPSEbkA4M02oJq6rCo6GByPZ20oGrv/2WoLIyxjY12cHBxYvodDquamlhzM6d+BUVkQqM3LqVqLY2bDYboRcvQnCwfVz95eqDB8Fg4KGGBhL7r40oKsJsNuPf1uYYU3x5OX19fQS8/DLpwKhPPyWorg7A4ZQ9oqGBsYcP2xnLYHD0f2pOjoPw+sxMMBj4bXMzra2teHV3k7B5M0GtrcQ1NeF94QJR5eVMAUYUFjKsXzMz6tNP0Wg0LLl0iWF1dbhWVDg2tTHbt9vpL+oHosvL0TU1kQ5MP3QITUYG+qwslPR09Fk/eglMuHCByOZmflNdja65Ge0LL0D/JvZgfT0jDh3Cv7eXB+vriT95Ep+XXuL3ra2M/fxzdEVF+BqNYDCQWFLCE+3t6Pr6wGBgTH4+Pj4+PNTQwKjvv7cLyPZ25pw+DRYLC44exb+fdwCWnDqFkp7uEOCp584RWFPDmJoaavrpOSk3F41GQ9iJE8wpLLQPoP95MXaTyURMfT2hp0+TWlcHFy9y9ZEj6FpbWXzyJNFGI+kSnTAYeNRkog2YfuyYffwuLtx6+TLt7e3EYhem7u7uYLFw7bFjTKitZeTWrShnzvBwU9OPfF9YiE6n40+9vSR+9BHpwNjPPycd8OzuZsLJk4itLvCVVxxzNvyDD5h96RIZGg2Bzc0kfvQRkZ2dxLe1oSgK6UDqtm2wbRuPNDUx4dtvsdlshOXnO+qYvHs31NVxR1ER3kYj3d3ddHd34+bmhnD4BUg7cwYMBqZmZw/o3zuRkdx3331E1NUxv7CQ6LIyPKurkcuwykqK7riD5j178CkrI7Sjg6DCQvz8/Ojp6eGBujrqgdjSUuL6X2Aiqqu5Fki5fJl5ra2EFRYS1dHB8JIS0oFJOTn4rV8Pvr6OtfFIUxMhr7+Ovv/4tLRduwitqHDMVXn/WpTXmPgs6tBnZRFVUMCqsjLmAlqbDQwG5hw8aJ/L/jWbvGUL6UDUu+86+CL4/HlimpuxWCxE9fRATw9Wq5VeYNh772G1Wrn+1CnC33oLb29v0vvn0K+1lXQgvqgIDAYmnjxJaFUVw/vpF71hA5+9/DJ3t7fj/+9/Q1AQ91VWshiYefQovjYbfYDHiy/ytMXCmO3biWpu/hHUGAz4mEw8bjYzMSvLfl1ReLC+nrA334SICBKKirizuBgMBjy6unjUZMLjxRdBN9CLJ/XsWbxKS+1002rxbmtz8JLHiy9ye2EhSR9/DMePO57xNBq59fJlEjZvxq2y0kFv195eIisqsFqthFgsJAIx77/PLb29hL/1FjPy8vD29iauro7A0lKCgoLYN306R7OzmXPwoKPduJISYvvndXxuLqvKymhrayPlk08c9wBM+/prPOvr6e7uJrV/vgH8Ght51GQibuNGh6ZIURRWlZUR8vrrPNzYCAYDa4xGIt95x56QENDV1PDH7u4BsgTgpvx8Rn/2GQC3FxYy8osvWFtby9jPPycwMJB7+3lSliX6zEyia2q4v6rKUZ+LxcLyc+cG1B9hNPJAXR1Br77K9IoKOz83NgJw7bFjpNTUUAeEv/UWREY6+HxqTg46nY5Io5G5584xsbUVDAZ+19JC4Cuv2JPUAZNyc4moqSGmp4d0IKG0lOb2dvzWr+cPnZ34lpcTvWED91dV4ebmRtS777L4/HlSmppo7+4m9exZzGYz3t7epACjz57Fx8eHcKORlpYW+7Fu6enMPXwYrc2GDRhWUUFAWxujgfDaWuoA7QsvsPT0aTuwU63RacePo6uqAi8vFp04gdls5hqTiYk7doAke0bl5eHWv6bktT7/yBHHNTEHGQxd/kcBn0ajGQeEANuxu982Aj4ajWYpdhBnGuLR+cAfAQGBRdCGvv+7C3aT7X+kttwVRWnpB4P12LNRugNdiqJUajQaL6n+SOD+/s8R2DWFTouiKO8C7/a3oWTq9WRkZTH9rrvI2LKF61NS2N2/0U6NiiI4OJipU6eiNxjIyMjAYDCwcdUqssrLWZiWxqRJk/jyyy9JS0vD1dUVvcHAP157jVunTSMkJISjR48yceJENhQUsGLSJMLDw6mvr2fixIlMXrsWgIyMDPZ9+CF9fX18+dVXjH7iCTJeew33efPwuvZaKisrsVgsbN++naCgICorK1mxdCnfffcdn+Tnk3b77VRVVdHR0UHIsmUEJyWR2c8wGVlZPHbVVVxjMHDytdfI2LcPgEXJyVRWVpKUlMStBgOZBgNZWVnYbDZmPPQQGa+/zvhbbnGcydjU1ISLiws7Gxq4U6/nhUOHMBgMKIpCRkYGD0+bxusnT9ppPGcOeoOB1z/5hLL2dgK9vUm94w5KS0spLi4mKCiII0eO8HVREYuSk5kyZQoZWVlMvv12AHbv3ElaWhpb2trQaOyHjQfccgsZ27fbJ1Gvd7RTUVFBxq5d/G7aNBZmZJCVkcHs557jYEYGGo2GjKwsVk+bRnx8PHnBwXh6erLwT3/CtX9zeHXLFq6bOpWJTz1F1KxZXCotZfTy5bz1zTdor72WrKwsgoODWWQwUHbgAP/69lv8/f15yGDg0hdfEBgYyObCQm5YsIDe3l5G3HMPOdu2MeO3v+WAxcK/c3P5Uz/I+zQ/n2XPP49Wq+XNN9/Ed9kyzp8/z8GDB8k1GjEYDOS88w5ubm6kpqaSuXcvGo2GuZIQzTQYKC8vZ/bs2eiuuoq8s2cZc8stHPn73xn/0EPsaGhg5syZZOzc6aCT3mDgpXffxWg28/jVVzP3uedwcXdn2/nzVFZWMnfmTNzc3PD09GTWs8/ydUsLeXl5+N50Eym//jUv/PnPGPp5ZPr06fj5+ZHx/vvMu/deMjZtIm7ZMjJ27CBAp+O+mTP5V/8GeuvDD5PRHyW+/OGH2bNpE++cOsWwkBDib72V1tZWqqur6erqIuPgQQz943x582ZW6fXYbDYmTJhAxrZt9oV9ww1MWbuWjYcOERwcTFdXFyaTCXd3dw6Uljpo9MC0aaw7cIClS5eSsX8/V99zDxmffIKnycRdf/oTFWfOcOT775kwYQJnzpwZ8Gbt8qtfYbFYKC4u5vOeHlJSUhgxYgTDhg3DarXyxuXL5Dc0MHP4cObp9bi6uvKNxcLRqiqWjBzJ+Z4eUlNSSEtLY/bs2WR89BH3TpzI5McfxzcqikyDAb3BwJuffcbcBx8kc9s2MrKyyPj6a2688UYSly4lE8jKyqKxsZFZt9/OiBEjHLJH8IDeYODwX/7ChAkT2FRdTVZFBW6urjxvMPCdxYKvry+z7MnXeDLDvkVcv3o1Ge+9B3o9I0eOJD8/H6vVyuayMqxWK229vfT09XHTI4/Q1tbG52++ycjf/hb3iAgy1q3jlt//nqKiIjI+/RR9XBx3Gwwcf/11jh8/zsfnzgFwe0oKxcXF9Pn6MvOhh/BLTOTtr77ibF0df9LrWX/qFF1dXTz4xBO89OGHhC9dSmFhoUPLojcYaCkr49Uvv2TV3LmOa+/u3MmU3/yGiLQ0CvbuZUtzM3cYDHQ2NfHa9u3c/cc/olNpsE5v3MiRI0dY/NxzaN3caK2oIOPf/wZg7eOPs+XCBYJuv50R0nnP1Tk5HPziC2xz5pCdnU1GVhbo9fzj+HEmxsRgMplITk7mq/x8bh07lt7eXpLXrmXXhx8SHR3NuXPnSEpKIj4+ngsXLrAuOxvN3LlkZGURERFBSlwcer2euf1rfWt7O0ajkcgbbySjH3gBRC1ZwjaLhcLCQlbp9egNBk6cOIFOp+PdrCzib7mFiIgIurq66Orq4p0LF5i6di3vHD3Kfc8+y3+OHSP+7rsZPmcOAHn79/NZSQmrVYBvS24u3rfdRk9PD9usVhYvXswbRUXoli4lPj6eTSUl3Nu/9sVcZBoM+C9dylsnTrCm/3pXaytb8vO5Waq/OieHd3NyuGrNGs7m5NDe3s603/0OgG9aWznQ2cn5+noW338/kVPsxkGxlwQFBRG0fDl73n+fqqoqbjYYeGPrVq556CGCR44E4OTbb3P69Gl0K1eSsXkz1yQlUVJSwnUPPcS/PvuMgIAARt19N++eO0dgYCDJ997L11u3sqexEWNXF3dOmUJBQQGJiYl8cO4cS5OTSUhIIDU1lYsXL2K1Wlnw3HMc+ec/eeHwYfr6+jj4n//wzjvvsDU/n7Hh4Zyvr+fJZ55ha0EBWq2WG1Vr9OTrr5Nw8814hYayu7aWyspK6uvrsV17LZMffthBq7ytW3nppZf4praWd8Cx1r+qqWFRP/YQ8hxJmaEu/9MavoXA3xRFWa/RaP6MPcBCjz3K9gFgqbOHFEXZjz3jLwAajeZGYKSiKH+R79NoNNHYo23HAVs1Gs3zwFvA+4qibNRoNNuxa/jUpREQzhJTf+5gfH3tCSU//xxiY3eSng5lZRbS0+H8eYiMbGb69GaamxOAf/H00wBlxMVtoqkJxowpZfLkGo4c6UCvP0pfnytwmT/8oRMfnwpCQupJSCjCaBzFH//YTVTUeVpaNEyblktfnxewBSggMhISEjZjtQYTFlZJUNCrTJ8OY8fmEh5eSnPzLEaM2E19fQkdHRbmzCnC27uc+fOLSU4GT89mpk7dS2WlF97ew4CPCQurIy6ujPR08PTsAQwkJVWxYAFMnw7V1WbmzKkjJkYBytDrM7FY7G9fQUGvEhsLKSmf4+VVT0FBMlOmHKeqKgartYO5c7N47z0AA4oSxJgxsGjRCc6fx5GkE2p45JEmLl2ycemShcTEj+jsjCQk5CJhYZ3k52tITwd//yr8/CJIT4eAgGL8/Aq44YZcWloSuOeeciordRiNGkaP/owxY+w8r9dnkpubRmzsh7i4BLJgASxYcBS4zPTpR4G/ERDQysSJZ8nNhYkTqxg58jKtrRFcddU5tNqXgeXAJ8ye3UVq6iV8fF5i2bLfc+bMRnx8TIwa1Uta2i6amqwMG9YEGPDwSOXxx820tdmAXEaP/gyTaRo33NDEzJnfcerUZHbtSmPMmPnAUebPP8LBg30oyttoNHX4+3cABvr6RuDpeYxx48w0Nwdz0011XH89QA2TJu3EbI7D39/M3LlZnD8/BvgXdm+G25gz5yBnzrgQE3OW0NBcTp2q59prTzFlSh4azQJuuCEXL68Ali//kU5g4J572tm5006n1tavqKnJ4aab8vngA1euueYHOjr8qK8fDhiIi6shOtqemNRmm0J6ugJsJCamkqSkYsxmPatXQ1zcRiIjYfz4L7n1VjCbe1m4MJt9++zzFBT0KpGR9uS/QUEHiY8v4PnnbRw82ENc3Of09nbS0ZHAlCk/9I9/F5BLVJSVGTMy6etzxc0tnPR0yM6GhITTgIHAwC5WrDiPyeTGsWMezJlTCWgJD7cxbpwHZnMX8+YdZsyYECZNguTkLf3ryYar619wdZ2KXp+Jl1c9zc1WYmMvc/lyMlFRNcTElFFdvZjJk3fT0lKLp6cX06YV0do6n9DQPB58sJ6//tWe6NXH5yK9vZ7cd18ljY2wbFkxs2a1culSF3p9JoGBrlx/PdxwQy6urlXAxn7+vMxDDzXg7X2EUaPySU+Hd9+F6647zo4d8wkLu4m77iph06YKvv32HkaMmN+vADEAkURG1gAGYmKMREXVc/fdpRQWwgMP2ICNxMZWM3p0FXZxneOo38vrn9x6qz3x8tixF6iu9mbUqDrCwzvYsEHLb3/by9mz9mTkfn7ZhIY2Exy8EZ3Og9hYCA9/i/b2AK6/HlasKAXKmDTpGwIDazhxAm69FdzdK4mNbWH4cBMajRGbbRO33tpEXx/86leHycmxERRk70t4eB/jx3+Jv7+F+vrhpKQUAEfx8jrCo4+a6O01k5aWC2xk4sQuIiLeBtYSE7OXO+4oAmrQ6V5m6dIOXFwOYz/8agX26IcmPDx8WbbsDPA5EIif39ckJ8P114NO9zJhYZ2MGPEf7O7lALm4uIxn3rxjREc3UlDgTno6JCYWsWyZjfnzK9m0yYMbb8wjOhp0uhamTq3E2/sk48ZdYOTIfMrKfNDrM3FzK6GtTUt6OkRHV3D33TBmjJmjR7v75eNGQkPtCen37nUhLm6fY55Wr4akpBNMndrJNdfU4+NTB7zG3r2/Zfnyr3n44UbCwg4TGBhLWFgOpaVXcdttRkJD32PYsB602heYObMFf/9D2F3iVxEdvZnbbjMCl7Ef3DYdaOfWWy+j07WQmLibxYtL8fev4IEH6ggLyyc0tJh77ikHatDrMzGbfYBc7Invk1i2rLWfJ1fj7v4yen0ZcBT7Vn8DISGfs2aNEa22lsmTd1Nd7d0/N5lERjZyyy0NLF8OLi51/fWMZcEC+15SVDSFsLCPmDfvGHv3BgAG5s3rwMvre2ArsIqJE78mJKQBT8+ppKeD1drEyJFdBAW9SkSEjVWr7MmdU1KsLFpUhq9vLlOmFJKY2MzLL/exZMkp8vKasNmCSU+Hrq5mpk7tIyGhmPLyUObPz3PIveee68P+Dn2ZpqY8srJgzRojR4+CVnuIFSvOc/LkcCor/0BZWS6+vhMAA4mJVbi5hQIXiYgwMXFiIWDBza2+f8z2KN3U1G34+DQybtweHnsMxzylpJQBn5Oebk/qnZaWS8YVVHz/0z58C4ED/Z8PYA82HwG8CLQB6sjcoYqm/09dJmI/N3qcoijL++t8pB/saYBQfjQhawCtxp7Dz4Tdh/AI9rNp0Fwht58oHR1aMjP15OVBdfVyMjKgpUVHRgZ88QVkZ/uxdetImppCgMd58UWAODIy7McVnTkTw5kzyzAaPThyZDbZ2TOAFP7+d08uX47j4sXRbNwYh8USzCuvBPLttyk0NESwZ88UqqtHYDTORVHSMRqhsPB2GhqWk5fngdX6DNnZcObMBMrL78Fmi+DSpVs4cGA4xcXhbNuWSnNzPAcOjCAjA6zWEM6cWcbZs6OxWmcABurrwzlxYhoZGdDR4Q8YKC+fTFaWBxkZUFnpxfvvB7Br11ggjsxMPT/8EMSxY6HU1q6lvBwKC1eSnT2DpqYQ9uyZQmFhAl9/7UVmph6j/eBYbLYHycuDffumk5VlP54oK2suEMUbb4Ty4YfunDnjQmHh7dTUxHHmzAQOHpxDU5O9H99/H0NlZQwZGdDenkJZ2UL27JlCR4c/mzcnsH9/CKdP+1NQcBt5efbjZjIz9ZjNvv11Tmf/fti9ezKQwvHjM7HZ/ojJFMjBg3P3vi29AAAgAElEQVTYvRsKClI4eHAObW1B7N8/mZ6eR4AUwMAPP/iQkxOL1foMEMWFCytparqNkhJvDh2aR0FBFCdOJAEGenpC+de/fNm61R9Io6DgNurqEsnMjOPYsWvp7AxgzRojJSWzgRlkZc3l9GktDzxwBjDQ2OiO1foM3d3LKSqK5tSpJTQ3D+OTT0L6F3EUJ08uprJyKq2t08jM1NPYGEx7+xrgGSCuv85oamom0dT0CCdPNlBScgsnTswCkvnqqwnU1o7niy9+pBMY2LBBR14efP/9LBoaUsnNTWH79jHU1blw8OAcTp2aQk1NJGCgpCSC77+PIT//JhQlkr/8xRVYRWVlDGVlq2hrG8G770JNzWqMRjh1agmffAJHj7pz8OAcxzw1NDyE0QgvvuhBd/dizp+PYv16P8rKPCgsXMLFi8vo6Ahl377p7N4NcANgoKJCS2bmDLKzZ9DVNZyMDNi/H0pLJwEGGhrc2Lw5gb17Eygt9eHDD2P54Qc3PvnE3lZnZwAZGXDo0ChOnYLa2rVkZ8PWrZ50d/+Rrq5AsrMXUlIym9rahH5+jiI3dzKlpXfT2xvG6dNLOXJkOJcuRXDy5GJMphhKShbzxhuhxMfPYMOGaPLzR1FYmMCmTfEUFMCOHUm8804wDQ3eZGbqaWqawe7d8OWX47HZhgPPOGTEW2+FYzbP4OLF0WRkgNEImzbFs3GjL/X14XzwwXCysuDkyRGAwbHeYA1GY1T/tXhKS+ewcWMcRqOGv/7VDVhFVdVwDh2ah30zWeOoPzV1G598AmVlcVy8eDMlJd6cP6/njTdCqa3Vkp6u8MUXYLHoqalZTWWlF2bzauAZysuho+NJx5g++GA4EMexY/PYvTuFggJwd/8rJ08G8cMPEbzxRijd3UGYzY9z+fI15OXBkSPzHfNkMj1KS4uO48evIzt7HEZjFJmZemAGJtOvee21YMxm3/5rq8jL86Oy8j4gjbKyhWzdOhKIor39CfbuDaC3dyYCNNhjCQ2Yzb7s2zedvr5lwEKamh6hoADWrweT6UHq670oKLitn+/svNfZGUZ29lzKypbT1GRfl8XFSezY4cIHHwyntlbLxo1xvP46lJf78eWX4zGb0zh8OJqsrLm0ttrl44ULMzEao8jIgC+/rOPTTz358MNYGhvtawRWUVMTx8aNcRQU+FJQMNcxTxkZUFo6neLiGAwGqK8PBx4hIwNH+xUVU+jqmk1V1f2YTBFs3hyK0XgPdXU6enr+xJkzMdTWTumnSRwXLixl795RDrln38pX8PHHSfT0hHLu3HK++24kTU1RvPZaMEZjCrW1c/noo0TAPje5uZOBNDIz9SQk3M4f/pDfX1cUZvPjfPNNBPajNQ1AGnV1y9iwIZqurkDy82/i0qVJ2PVDBozGED7+OJCMDLBYgvufWcH+/bB/v33PaWpaxc6dY6ir06Eo6Rw65E9b2xzHmHJyFnDgwATMZjudT58O48CBQGpr19LQ4MY//+lFefkSKir8+eyz0bS0jOfUqZGsX+9HVZWNb765iq1b/R3ztGjRn7nhhs85d245TU0efPvt1Wzd6kltbQJ//rMLp04BrOGrryZQV6fllVcC2bbNjZ6eq/nPf0ZQVubLpEkf8vrrIbS1+QAGSksnYbHo++V/MFu3DuOzz5JoafHvH4ed986dW05trSfvvx/Gevuhx4CBU6dCgRVkZCCth6HL/yjgUxRlvqIoZ/o/H1QUZbmiKEsUe868afSDrf7fk65QlUf/n7r+XYqi/EUEcSiKUqEoyhmNRpMGVAPFiqJ0SnWEAHuxR/ka+v8mA/dgT81yxaKOAluzZs2gQAVnwQjy784ixGQHbDloQ1wXjpxRUVFc6PfhURQFLy8vWltbnQZtyJGucuJl0XeRKNiZk60c9TRu3DhHe6Juud8/FaXrjAaijB8/flC7gj51dXW88847Vzz9w1mU7k8FbcgnbYg+qwMZBD2FA7q495tvvhkQqQo/ZqgXwQTqKF11dJ0cpSvqkDO3W61WPv74Y0cf+/r6sFqtjs/u7u4DTIrqsR4/fpzrrrtuwBjlCNf29nZHclJnTt7qeRLjFRHfQwUSiblQO27L8+csSlfmp+P9pl03Nzfc3NwGjFO0KwdtyDT4JUEbIhhI1Cs+/+1vfxvwnOBtOShnqGASrVbrCLSSo3EVReFf//qX0+hYddCKs2AJ+Tf1ddlJXPy/UgJd4RAvj2+outVFZATw9PQc5FAv5IuYI0EjNzc3p0EbcmSqcHYXQRYWi4WrrrqKiRMnDkrc7OXl5TgNQS4iqEaUb775ZlAksNwPebyCVn/+858dstJZcICzE1HEeNSBVIKm4jkRtCH3Q4xD0Equv6WlhWeeeYbw8HB6enoGBP6INaNeAxqNBk9PT7q6uvjggw+oqqoCYOHChYOidMUciP7YbLZBgQHqZM8yreWI7Z8btKHRaPDy+tGrSo7KFkXMzZWidJ1FIot1JoInxB4gz6WoX96vBK+KflitVkfbQs7Kcs3FxcXhAww47pODNk6cOOE0YlzcI8Yl5qCxsRFfX98BMkEd5OcsaEPgBPVav1JEubPyvxGl67QoilKo/JSU+fHejxVFefYX1J2rKEqUoij3SteOKIpyr6IoCxVFuV71t1hRlK0/Va96EiMiIn5RagR15J58XRb2ciScaFf+DPYJ1+l0tLS0XDEti6hP/C7qcHV1daSqGGqcLi4ujB071tFeX18fOp3OEV4vRzGp6eMM3Mobsxiz8PkTz4v68vLyyMvLGzCO2/t99kQZ6mg1MT/qIgM+GaSqN02R8VxsRKLP4hgfOcJXjvKSF7R6PKJPImpO3uzlo6gAYmJiHH2UAZ8QzLLAU9NZjmiWM9aLus1m8wDAJ/OeXOQ+i8jkoQCiAFDOAJ8sYJ3xoXyv4AUB+Hp7e6mrq+PSpUuOdgWd1X2Vhfj8+fO5//77rxil6+HhwaRJk5xGkctjF3QXQFMd2S0DYDlqXI7slV9MxLhFETyibl8tV4YCfOo+u7i4DEgpIxd5LsR30YehXqrke2XAJxchb8S6EPXqdDpmzJjBY489NgAAyX0VdQrAJ06EEDwlxpiYmIibm5tjU1bTS57D77//fsCpNWrAJ68XAfKff/75IaN0ZfqqiwAIQ21lMuCDH+WNONVBlkdyRLKo89ixY+zfv9/RB0EXNQ0Efa+55hoqKys51+8jCQyK0hVgQx2l+3MBnwBdcpqcnwJ8zugyVFoWke5ETVPRT/VcCGAn5Kv62EtnfYeBgE/wpQBS4oVT0EfQXQZ88ouT4P3Ozs5BMkIAPqvV6phX+cVHTn/jDPB5enoOmm9ZGSSX/98Cvv8bixrwyWXHjh0/yfBDaVOupOET7aoBn9DwmUymAVoHsbCtViu7du0aoOGT61Br+NTaGvFfDinv7e1l2LBh1PVH4spvZGr6OKOFDPjEvUKDKK6JNkUbQnALYSC3IRa2WtP3/1XDJxas2HBkbYB4Q5YBn6CjvKAF/UR/xHdnGj61xiUgIMDRx5+j4ZNpIm8cQmjLwsFsNjsA+5UAn8wrag2fM8D3SzR8zl4Q5HEvXryY4ODgQRuu/KKyrz+YSLQvtyEEtDPAJ8CNh4cHu3btGgTiHn300UGAT512R5QvvviCJ598cpCGT7Qpb0SiT3IR/XFGT3HNbDbz5ptvOgV8Mp1Fn11dXR35BdVFrR1xplUYqmi19hRQHh4egzZjdVoWMQY/Pz97RGNKiuOlVGysQgZ1dHTg5eU1QMPn6enpoJ88RjH3zjQ/8n0dHR1DAj71vSKbgOib/MKm1vCJccnll2j4ZPmk1vCpj62TQalcl9By33fffYPaUxTFAQ7F+d2AQ0PkTMMn1os6LctPafiulJZlx44dg55TF6Hh++6772hvb3fULfrn5uZGQ0MDR44ccYxP7I3q+Ze1cXJqrJ/S8Al5IsCnoigOHpDz4MryW857K+ZLbreurm5QOhuxbzU1NRESEjJAwyfmRz2Pcr2rVq0aMg+feo7kOfw5+rT/Ar4rFGeATwZgQwE6UZxpvcSzcj2C4eSNR22CEICvq6sLjUbD5s2bgR8FkFhE4s1EzUgiUbAsoGXNnvgvC7++vj6io6Mx2h2EBiwgNRiTwZVoUzDplegr3rhE3itnee3y8/MH0EVtQrsS4JNNeaJO2WQiF7WGz2q1DtrYZJOuAHxyfz08PBw5tmQNnwz41FpJAXxkDZ/YKNWbi1pjIfOgDPjE/Kg1fEO9pMhj+CkNn6CVun0xJkFrZyZduYjksyNHjhxkxhD9FBvTggULBvx28uRJh8ZanbdRAD5BcxnEic1FlGuvvXbAfIg5EOYTmafr6upo7k+vpNVqHbwgeEpt4hXX1WZnteZP7ntPTw/t7e1DavjULyuurq6DDqV3NheirY6ODl544YVB965atWrQs0K2qDcZT09PB5844yUXF5cBgE/QXoDI06dPOzSo3d3dDsAnawtFPc4A39GjR50CPll2abVaSktL2bVr14D1ImtErqThc5bzTFz/uRo+eQ7lJL8CaIgxqIGKoJ0AV86AmHpfaW1tdXz29vZ2quGTX0bUGj4hp9TFGeCTNX1arZZly5YNeMYZbQQfrFq1ygFOZQ2fm5sbx48fH6CtFmNXz4W87uTk9z9HwyeeFWOXTbpivcvySqaLrBgRgM9oNBISEjJIBgqQHxkZ6ZBHNpuN3/zmNyQmJg66V25vwoQJg3he8IyQR7vtTs1YrVYKCwt/ltYe/gv4rlh+CvANBTREuRLgu3jxIsePHx9SwycmTwhzm83mAHwAd955J+Ac8Kl9+IbS8Kk3HmcavoCAADo6Ohx9kAW93Ib6zVer1bJ+/Xo2bdo0iJ7yOMXGKoNdsYGL+7f1p91Qa/ZkOjkDJT9HwxccHIzJZMJsNjt8+OTNQQgkWTiL70IYyHWnpKQ43rq1Wq0j0fKVAJ988oPapCvAuyhqnpO/yyZmeYOXD64fCsAJ/hKCWfZnURcZdKr781M+fOo2p0+fPsC0Jf+m0Whwd3cfZLZQFIWsrCyOHz8+wNwla/gEWBf9lP1RZQCm7q9Md7U2UJ5LsaZkkCGbhQRdZK3OUBo+eU6ENsAZ7WXAJ2v4hjLriJcVmd/27Nnj9N6VK1c6+FDcK8+B3Bc/P79BL0Lqfqr9jGXfp+Li4gEaPlG/ui6xAappsXr16gH3tre3O2ivKArFxcVotfbTEJqbmwfwpxrwyS9szky66rn6ORo+GWAAQ2r4xO8CfIk6ZdpZLBanJ2CoN3i5nzLgU2v4BC1/iUnXGeC7ksJjKFnc29s7wFwp7ydubm50d3cPAJ0CmP5SDd+NN97ooLt6jxDyW/CkDPjUFpsrAT7R9+rqakJCQgb0T+a3kJAQh/yRwbKzeRTjUfsNC1rI+5lQwvT09LBp06Yr+r4P6NtP3vH/cFFrycQ1+FHDN9SmCENn7FcUhebmZnu+HduPPgQyoz366KPAQMCn0+kGMcPq1atxdXUdAMqc+U45A3wyA8PgbPXCh08ISbGA1q5dO2jjkrVpos6nnnqKS5cuDaCbmr7ijUvedOUN3Nmbk0ajoa0/B99Pafh+yofviSeeYNGiRRw+fNih4SsrK+Pvf/+7Uw3flUy6svAS/RUmKxnwieLi4sJDDz3EyP68UWofPrXWVMyLWsPnzKQrQIkQpPKYnc2FoiiUlpYSEBAwQMM3FOD7OT58asCnLoKu4nl5AxIC3d3dfZAGS9RXW1s7pElXzJ0QqDLgU78MyQJXrQ1UAz4RmCBMuqI/asAna1PUPps/B/ANZdKV74OBGj5n98saNpPJxM033+x0LjQazYCjouS15uwUhJ8L+GSTnUajcVgsxDp3BiTkPogNfSj5YbPZ6OzsHOAc//TTTzt+s1gsP1vDJ2+YV9LwOQN88u/qFxBFsfvwCdms1o7qdLoBPC4fZWe1WvHy8hokO9T8IdNn48aNP0vD193djdlsP2FUDfj++te/Ul1dPQDwCUAlrznRL5l2zmgjQJYcZKQoikOjLfw15T6ItaMGMrL51ZmG7/PPP3fULbvEiDUr5JsM+OT25faGAnyiztbW1kGAXF6n6qANQX9n8ygDvo8//pgffvhhAE1lWSLq6OnpcfD4UDwrFxeRwO+/ZXD591/+YbjO5IexuZUxjS4oJwppcoVftXkTYPWgq6SOia2uKN7edH51jLE2PxImTYAdxwnW+pLkGoTv6XKquzoYWdSOrqSZyIQElN0n8VE8ie50Y2KnB4EpSYT/UEqYCdw8vAg5UY61zco0XRR+eTWcrilnulFD6+kSKorL8csuprdboWrHEeLqLKTMnE792ztZMGoafaZu4gpacdP54HaylDSbH8MnT6DxvT3YqtoIQsepf22iwdSO3+lqRne545cUT9OGvbQV1WIprWe61Yc+Tx0zOnwJLDfR5+uN7ctjaE29RFk9GFFrobGvl0nVNjT5NfS5exCZW4VnjxueFSaSaq1caKzl3sDRDOt0o76xhTkdPtg6bYQYu2nbd4KEqybTtnE/sTZfbFaFhUoo1q4+xvf643uhhnpNLxNLLfiZFBSzlZWBI4iMiqV593F056vYfvgg81q9CLK449fjRui5Gkpralnil0RcYx/WQF889pymr7Yd8+Uqrur2JmbUKEre3UHzgVM09FoJOlyEq9lGaLsWt2MFeESGE3y0FPPxy+z89jum1mvQdijEdLvT/f1pgkYmcfr5tzHlFtHQ1Mro0k7cbG54l7TQ/m0OmvAgtDtOYitqoK+7j0svb8HU3E5AcSvup0rpCwlg1CUTAW0aPKxaajbvpQ9XAvMbaNibzYXGWgIPXqb5QgWmEiMBueW4+fgTcKaGGR5hTFo4n4K/b0ap76S3opne707T0NVNWrMbndkX0QT4YXx7B7ambgJbFRq+yCSvupLJtRrcChuIiIun5aP9eFhd0RY1MLoZrIG+mDbux6uqnTHjJlKzYRcai4aO7EuEFjZR3m1mWjW4V5mhR0PL1gM01rYQXtmF7lwFoWNGot1xAjdjB7VFVfR+nYO1V4NfXh3e+UYe+8dfqH97Jz5tCuFufoyp66OmqYUlfknE1Fmo7uli9GUzvUYzVSfyubrXj9beXqa0eGA9WYhraDCe+87h3gHVP5zj1CsfcaqshJu8EhhNAFEJiXh+dx7PXjf8a7up/uw7ztZWsqDdj8gOF/psWiY3aFC6IaHDnZDCBvyS4hhf0kWKeyjx0XE0fLSPemMTM3XDaPn6OG7REXRvyaS3tAnXbnDPuoANN6LK2pnuGkLM5AnUvvkVrvVduLX1EnK2GsXNE8u+M0RUtRN/VRquO3Pw7XZFW9fO8GITNW1tLFDCSWh3odfHm4RzDWhMPXRfrGai2Y2xs2dy+KmXsZ4pw+bhwYjLJnwUHebcIsa2uVBp7eDXShTDLTr8AoJJLGhBa9UyThNMyOUGLrXUk3SuicpDZ6mrqqdl6wHamtvR5JYRUWaivKudVQEjSXALxk+rI6GkjWMnTtF9MI/QshaiJo4l/IdShmn8iPEOQXPgHPUmM1GFJkLLTRS3t3C330hmJqcRaHHh8tvbKWtsIii3iqLt3+ETHcXBR/9Ja2k93g0W3I8VEDN+LKWvbSe43kqjuZ1JNTYsDR0k48/VSiBBo5IwvvEVnWfLqKquY1RpJ53NnUx0DWWhXyztXh5MLLXgXdeNts+FgGMl+Hj6Yzp4lmkE4B4TScCBS+garXgr7vgeK8ZT50fn9+cY2+lJ6NiRtH7wDd5tCpHu/pz590dUNTShOXSJsMo2vOKj8f/+Ij01bTRfKOPS29u4WFnJSv8UdAX1VJhNRByvwFJrdvBeh7sr1i+ysZwupdOmMKG6h0AXP3yNnUzv86e0s40btdGMdAnC1z+I5EIznhodXScKiavpxhroS9iRElwrTGj6NIyt6cHfO4jQig6GG7soamvm10oUtvJmjIVVxBa24Onlx9LQ0Yyz6oi/Ko21YRNRasx0Vzdj+fokF4tLmdLpw8h2VyqtHdwfPJYAiwfuDV0UfbCDDo2GiHP1eBbUU2k24XvgIhZjG3m7D1G+eQ9xkyZQ8O9P8C5vIyoxkUN/WE/2vsN4V7fjc6aC8HGjMX24D6/qdmwaV5IKTOg0OjhXRUC+kQJTI/NNvrhXmwnyDcL44V58PP3J/2gP5977nKCRSWT/4WVcatrxUTwIyCnD3dOHSx/uwu1MGVXWLry+OYetykSo1gfL1yepN5lJqLQwVRtESGoKhf/8mKZLVVSfzGdsE7Qr4PL9BTwv16H4+2L78hhd1SYC2xSiS02kzpxB0cuf4lPRhouPD0mXWgh08SWsVcHrVBk5FSXc6TMCr+oOOjotxOU3QTdo8qoZ0dBHebeZhR3+hHe6ETcslpSyDiKCh1G14zB1Ow5R1dPJiPPN+LdBUkQsoWeqsfZpSKjto/eHfPKb67g3cDSRNh8C+jxwPZRPj9aVEdW9eOZV0eXnhWnjftqKaqHaRN4bW2ns7CKhuB3N+Ur2nzhG8sVWehs6qf7hHMZPv6WkpYlfdQcySvEnJCaG2g27aSytI7JNy4QOd1yjwgk7UsLXNflGg8HwrjNM818N3xVKt4uN2gXJnLUYGfH0rTQsGkWXvwvrG3Lw+fVkTrg3cmFyMF1RXly30cBT53YSNW0U6xty2N1+mdJYVwJ+u4RGXQ8t142mZWEKsfMm8brpHLm6Vg57NLA7sA1dfCjfD+vhfIon1gR/KufGc7CzhE/bLnBxSihVvSZW7nqN+a8/SU2wwpJt60i9ayEtV8ewviGHoNRYbtr9Ond+uo76aHfK5gzHc3IcF1N0rG/IwSsxnPAnV3I5wZXR91zHkm3r6IrzpeM6e181kb4s2bYOv+VTKR2mJSnjXmq8LLzfnkdyxj1o44JoWpxKrm8bhcNgfUMOFYqJiMdX0LIwhZ7hvpwY6YlydTwHXYw0LU6llnbWN+TQMCeOsxYj5XNiyfftYNbfHqBpcSqh4xLYFWjia49acrqrOBjTxw9d5SiLx1J89TBMOhuXpoZxId6FH7rKWd+QQ+i8cZyKhQp9HEbFzJ5gM9n+bVzwaSf6mds4azHyXssZmhan0heqo2NFGqMe+TX7OorITfUmdt4kupeMZ+6GZ+mN9Kb6V4n0XB3H1c+u4kvfJmzDfOm5aSphj9xAiaaVcxMCOO1t4tIwWLJtHaHjEkh64V5C115HbUAfZyf40zc5muIRnizZtg7fEVF8F2ll1vrfkXKjntjn7qQ+2h3bojG43DMXk66P9Q05eN44ldS7FmK5eRrmWG9a5yawZNs6mt2tTH71MSJW/YqGBC9MS8fjNSmWPbo6+/jHJdB542T8V0wjfMV0mhanUu3ZxYl4DYu3/A2/McPRrVlIcYwW3yWTmPLa41S7dNC9Io3Wa0cyfN5EckZ74XvdeL40X6RpcSq9Ifa+b2zPI/66qXSsSCNg4Xjarh5O3qQg6rVdNC1OxTQvEUtyIEu2raMl3ovi0d54rb2WwFExbLAUoH/pd3SPDiH1Hw+gmxrPxtazTHv9CUbMmkTPrdP5tO0CJ7X1NC4a7ZinxkWjMXnZ6Fo5hRnP30thuJ0+F631uNw2g+DfLsF3dDSH4zVMe+oOpj11B0u2raPc1sqrjbns8KwjaOoI9gSbMSbocLtuLEu2raPBpZuPtRXkj/KmIUTDzoBWMjtLuPrPq1nfkIM2yp/1DTlsbD1L0JxUhj19Kz90lbPPrZYTIz1xGeaPz4OL6JibiO7qJJoWp2JJDuTD1rPsDmrDP2UYw5+9g7arh1MT44b1lqvQpkaQ9Mdb+KC3CL/kYXzu3YBlVjxtY0M4PdaXi9Z6Loz15SuvBswBWpoWpxJ+00x2t1/mQHQv0TPGsHjL3yhKC6YzUsfuoDYiV15N+1XRJKSvoqrXxPEUD3a612BN8GeHXwsHO0tonxXLiVGeGJV2Fm39O/Nff5LuEQEs2bYOTVoMvdelsjuojXqXTiw3TeNiohs/dJWTUXKQp7e8yq9ee4L1DTno4kP5SFPOp20X6BoXxrCnb6Xatwefu/UcS3anuq+N9Q05tEwOZ/LvbmLMPx+k2rOLuW//kcVb/kbUtFEs2baOaU/dwZz0+2m+fgxR00bRfN0ocpNcyes2Evr4Cg4p1XxpvkhWrIL78GCin7mN6N//miK3NlzumUu2rYZP2y6wviGHVs9eLk8Lp2FmDJbkQJoWp5J610L+YzrPx5oKNJG+VOjjOBbSSX20OyGPLSd+6Qw2tp7l/KRAvBPDKZ8TS05IFyPumM+SbeuoD4J5b/yBV5pP0xPsifWWqxj/+M1M/t1NJL1wLxet9bzVfIoRhlWY/CDkseUDeM8lPhjv1QsIXHstPcN9Wd+QQ+ekCPZaS9gX3kWdpoMtrlW813KGlnA3zk7wJ/yGKRxwr6N0VgxKuDdNi1NpnZuALTXcTtN4b4xpoXwbYaGq10TmcBv6l35H16ggPnU30j0ikKopYaxvyOGjb7/ihm3r8Fo+hZoYN5ZsW8dZixFleRrrG3Ko6jWxviGHf+d9zfiHlzPmHw/QFxfAdpdKIh9fQauvwtVv/xHLjFi2NZyh66Yp9nm6dhQtC5KJnTeJJdvWcTHYQsQder6LsqKLD6Vr5RTqZg2nfZiObyMt9KYNw/emqzg1xocam5maa5IwzUsk5UY9Tdfb50n/0u8ccjPlL/dzJKCNAt9ORv5tNSk36ol8YDHrG3Iw6fpI/ccD7HepoSnJx74/Dfdhu1LGdq963IcHsWTbOmY8fy/7OorQ3D0HU6grk196mG+CzVjCdcz9MJ2iGA3hN8/k1ZYzhE1Opvm6UbQuTEE7IpT1DTmUxbhQMFxL6OMrKLc287lXA7o7ZtEe7UXDdaNgWix914zkPctlqnpNVM61yzH/mSPZF9bFsCXT0L/0O4If/TVtXgpNi1P5j+k8w4qr+xgAACAASURBVJfN4NXWM+R0VzH/9ScpnR1Djc2+XkpHepN42zy2e9VT7dtDzYworLdcRV+ojiXb1uG+aByJqxawZNs6emL92GwpYN6GZynpacJz9QIH73HXbCo1ZrLjNbzVfAoS7DTJ8WymapQPb3fkYwl0o2lx6hUxzX8B3xWK2twjroki/OWGsp0PZfIVZiPht+Hq6upwWpedypcvX47JZD+NTji4Cwd/wPGbTqcjIiLC4S+gDtoQJt2hgjbk4A2bzca4ceMcfgc6nW5AriPZTOEsaENtAndmRpPpq/ZrE6YeZ2ZarVbLN99842hP9MmZmVKj0dDY2Ojwr5DNLElJSQPG4O3tTVBQEC4uLuh0Otrb2wdEC8vz68ykK/uIqJ2x29ra8PPzQ6vVDvCzFONROxnLJl1nh4rLPKUoygCTg5wXUDYpiPlT+/BVVVU5HPhlM7AcpSu3LZuFh/Lhk00LwvR5JZOubP5wZtL18PBw6sMn36P2+RRO0qJutXlcNpPLa1z24RsqD5+rqysuLi4sWLCAhIQER3s/x4fPmXuHPB5R11AmXXm9qP1+nAU7CXOq4IvU1NRB0X+yGUg9j4JXnPlJXsmkqy4uLvZD6H18fOjp6eGJJ55wjFMOZFCbSsXYnLlrdHd3O9xUhFlP7T9ns9no6uoaYCYUa0ttplTTYiiZPpQP38qVK1m7du2ANS3LSuGvKPOTqEO4zQi5JMtoi8VCSEiIw2VHq9USExMz5LqaOXMmAKWlpU5NuoJPhNwSfVWvYyE3RDuCVrIJXjYxijV4yp59eEC5fPky586dc/hIC5OuaFukPhEuE/IciIAeuQj/2qFMusLkK8tIUZ8cBCI+q0268l4k/suuK2q57Swti5AN4lm1SVdeR4qisHfvXiwWywCZo6aFkMlivsDOz7/EpPtfwHeFIjY/GNqHT04HoC5qwCf/7+vro6enh5CQEGJiYvjNb35DXl4eHR0d+Pj4ADjSsMjFGeCTfW9gsO+UVvtjlK4YR15eHm1tbQPGJphG3iSFf4m8icGPEayiDAX4nDkCy/RVM7BYIM781+SoPbGgxcLz8vIaEMmprlcWwvX19Y5rop/R0dEDAJ8QBsJXRZSfitJVAz6TyYSvry9arT1CceXKlcyaNctBI3nxq334ZCEmihqoC6d3cJ6WRWzM4n75eVlQqfvhDHTINBX8oPbhk4GHDLjUfQcGAQZ1lO5QQRuiPjkZ7Jo1a5jTfy6o8OGT14HcT3U0ucyzss/bUIBGXi+i7qF8+JT/096Xh1dVneu/65yT5GQkJ2GSMMgcZBQVRBRRxAGxaqlWFL2IWAVxqMUqSlV6FbX1Wh5rVeq12j7XKm3VIlVrVepQcbjYX/XS4oSKVZEhhCQkIWTYvz8O78q311n7nJOBRMN6n8dHcvY5e6/97bXXetf7DctrzrIksTEXWtLGqeInbf3azC6U7eT5unfvjvz8/ARbyr5RWFiYQFYlyQSAefPm6e+3hPAB0IQvOzvblxwkY/jMe5XPUaK2tlZP+PI9lH3P8zzU1tYiEongqKOOAtBcbFdO5sli+EybyixdOZ7369cPpaWlCeRYLk5Mwsfrde/eHTk5OXjooYcA+MfMWCyG0tJSfPbZZwm2sbX3+OOPBwAsWbJEZ1PL94RtYjJE0LvJrFU5FzDmjZ+ZMYlKKTz2WGJ520ceeQSPPfaYJnzsc7QNSbkcy3iciWTy+zIbnn1fjpUkhISMg5fXN2P4zLqqJsFrCeG7//77UVJSYiV8ki/wecyfPx/l5eUJNV8JkmTz/d+zZ49+vo7wtRGys5mrTEn4glaDtsGdnzc0NKC+vh7PPvssJkyYgJNPPhlbtmxJIHwkZYQkfBy8JeHjAG1T+Gpra/UL9fTTT2PdunU47bTTMHXqVACJde4aGxsRjUZRWVmpV1pSRTEnbzlQ8ZipphCbNm3ytdckfHIyefHFF/Uz2Lt3r26bVPgikQjOOeccn93loGzLnJPPh4QvJycnKeGLRCLYvHkz9uzZo9U1aedkhK+6uhrTp0/HwQcfDACYMmWKr6SBqfDxnCbhM4PQTcLHCa22thZ9+vTxZQCaStiIESN8502m8Mk2pJO0YfZD81w/+clPfL81FRYmbSQjfLzeUUcdhYEDB+rjpsJHW/K5EDaFj/azERq56JEqJ/ugVB15blPhM9XoVAqfHENMhY/jiC24nQpZY2Mj7rzzTpx33nlWwnfHHXcAAC6//HIsXbrUZwu5cACAI488UrdF9nUbzjzzTH0uIJ49morw9ejRw9f+oGLxtbW1etFlU/hoe5KJjz/+GEAz4eNEKZ8/fyszSeX4MWvWLLz//vuaXNu8FrL/p6vwnXfeefoZAH7C9/bbb2PcuHH48ssvfdcx303zfZWkRb4ntDWLXQeRBJvCxyLwvA4XRlIYMecrADr7NhKJWAmfVGszMzPx0Ucf6XvKzc3V9yLfU96TLUuX5If9ln1eLuR4j8yCllm65lyRjsJnKtPS3pzvOQ/L39KWbD/7stkPKisrkZOT4xu7gfh7IJ9rKjjClwTywXLykC8xB/kgQ0vylJWV5cumo8LHTsRtciThy87OTqrw8XyS8MmJm7C5dImnnnoKhx56qL5HOVEB8ZpQlZWVyM7Ohud5viKbpsIXjUb1YBgKhTB9+nR9PZPwjho1CnV1dVbCJycCpZQvy5HuSSnZ8/ymu1keZ50/mVkpB+1ly5Zh3Lhx6Natm6+ul1QR+fvvf//7ePnll60KnyTC4XAYlZWVPoVPZnSNHTsW06ZN89nQJHxsK2GqxjK7ziR8paWlWLduna99JuH7wQ9+4DuvbIfs/yZZCyJ8psJnU7ht5+F15X2mq/CZkxYJH/uezSVE2BQ+Dr7JtlaT5zEVPtqZ9jP7L/82s+l5riCybSN8HEfYX+V4wQxeusbl5EcwW1EppRe4zESW75RJutJR+P74xz9qO33nO99BSUmJ9hrwPjlBcyxl6AqvGUT4OJZJhe/cc8/V1Q1o+z179uhxsqKiwvduffHFF77nz8+ZqS77ZkVFBV588UUsX77cmrXM/0ubpSJ8ksDIezQVaLNIMs9t9hs5bst3/oYbbtDvyZ///Gc89dRTeqGaDuHjs2LYEa/D7e9I+NatW4eVK1f6zlNRUYE9e/ZosheJRPDII4/42sjjLHI8dOhQbbejjz464Z6k4mZz6Zqk0lT4eM+ZmZmoqalBXl6ez6VLW6dS+OTzCyJ8bBMJqkkWJeGTJNHsB1KJ530BzYTPuXTbCekofEGG5oDoeZ4mdPytLP4INMcTmAofYzeICRMm6H9z8DYnpeHDh+OUU07xTWS2dtomcZNQZGRkaIXPNgEBceLJeD+WXwiFQsjNzU0o6ULk5OSgpqZGk1GT8HEiMCcdEj6pvsn7lNfiMyooKNAp7rQVixHzN9nZ2TjxxBPRrVs3XwwflUT5nNj+dFy63EpKKZVA+EzYFD7zRWabpYrHvmUSPqVUgvorJ2k5iEk1J5VbUdrNVHple9kGSRp5PrqvWuPS5Tmkq8q0o1mCSO5EYE6oNoUvyKVrDvz8TBI+06UrFT5J+OQWiUQq28t7og1I+CoqKtC/f3/9XRl2IFVgCUlqo9EoGhoakJeX5yOJQGIMrhmOkAyRSATXXXcdioqKfATTXFjY1I9kk5gZw1dfX68L0odCISxduhS1tbV6p5kHHnjAt1UbxypT4VuyZIl+fjxWXl6OoqIifT+2Z8NxT8YtSzL5xBNPJCw4eR8SZhiMJDCEHKPZdht5ZX+pqqrCnXfeiaamJrz55pvancnv1dTU+M7HckjSfcvaffxsz549PsL34YcfJtgkFovpGL1wOIyMjAy8/vrrPnvT7b53715t45/97GdoamrCmWeeqb9nLlyDCB/DbggZw2cqfNXV1cjNzfUVWufxVDF88ntNTU346quv9HFTUZUlqGyEzxYna/YD2l7awrl02xFZWVkJL05LFD6u1AFYCZ9t03NT4TNrkMn9ZW0V9kmgCgoKEly6qTqETeHLzMzUCp+pdPF7t99+u4/w8VwkaEDz5M/20G6hUMg30Nti+OSLJmP4aEuek+eXConneT5VlOfcvXu31SUVjUY14SNpkHaTZNx06Ur78Vp0Z4RCIaxYsQInnHBCoP2VUnjppZewfv1636RB27z77ruazHIi37NnD9588018//vf97n2gpQXbvW2YcMG3yD2z3/+02e/ILcibS7dmabCl45Ld+7cuRg6dKiP7JuFYBlTaW4dJr9vW9lKhY/2k8VRg1y6/LdJ+CSxkSQwHcKXTOEzY295LqpXpu1Nos32yOcubUyFjzFKQOLem9zpgu0JhUIJhM9G6sxQgyBwMqPNGAvGxYdU0mxKiUl0AODSSy/FWWedpccDmxIbCoWwdu1aHevHa0vCZxa45v307NkzQTUpLy/X40iynTY4np1yyim+ydlMGJL2M8cgPitew0b4TPubirzs0zzObcvMca+srExfc+XKlZqUM05bLv5NhS87O1uf0xav7XmeVvCoVtLty3vicSAxrlguqG2eCunOt8XwmaRbumyZEJaVleVT+Hi8Z8+e+vmkQ/jk90mCpUs3mcJnm5+lLTzP8y1i6eGqr6/3ET4bp5BwhC8JunfvnqDwycEvHYWPA0o0GrW6dE0wqxOAb2cNG2wV9vPz83U2KMHJr6UK39q1a7XCR5cuEH8RJk+eDKUUysvLATS7dPnSc6KQhM9sE1fY8gXlICsJn3SRSoWPCp6p8N15550JUjnBc9bX1/tsTUSjUfz617/2rfjkcyJxYGadqfCZE65c2R188MFJFb5wOIwnnngCf/rTn7T6I8959913+1a2mZmZqK2tRVlZGaqqqnwKn80NBkC3eeTIkT7bHHLIIT6FjwOpjazJydm0r5ykTcJnKkKcJKTCQjfg4sWLkZGRgfz8fF0clpDfD1L4aE/5NxGUtGGGE8jnL93mNoVPLv54Tk6McjKTBaBtCp+N8Mn/myt8Sfhk/A/vk4SPCp85ZtTW1iI7O1urweFw2Krw2Vy6QaRH2pYTsHz/+cxtMXzmZGgjfL169UJhYaF+RrxX89q8P/mc5K4+QTF8UiXnsaqqKk1u0lH4nnnmGW27W2+91Ze4Q5jjlrSPRBDhs4V6mOSI15MLHjk+cBHSr18/AMA111yD3bt363eBNmD/lokcpsJn25oNiL8zjz76KOrr61FQUJBA+BiPKdtN+/D627Ztw1//+lcA8cV6bm6unis4Hso9maVaJscfaUt6rUhEzffn3HPPxcknn2xV+Nh3aePx48f73hXp0uUCOl2FT94/ADz++OOa3PIae/bswfDhwwE0x3Hv3btXb7kWBEf4UiCI8EmXbtBKVxI+Mw4jSOErLy/Xe7FmZWWlJHxXXHGF77PCwkK9ryI7DCeQlip8xx13HDIyMrBhwwbk5OTo8+3evVv/e8eOHfjtb3+bQPjkSwQkEj5ZfV+2TbpSbQofBx/TpSuViG7duvkInyQZPGdjYyPKy8sTNr6OxWIoLy/3xXDJwVb2g3QJX2ZmZtJsZaBZvSHBNrcYAqCr9XOAk/EmrJzPgHibwsc2y62bbMSQ8UamkiH/nS7hk4SKg/Ojjz6qry/30G1oaPBtLB6JRFBQUJBA+NJR+Hh96TqT55Xtle94U1OTjuvhIJ2M8NEGcqLh+2MqfDwXB/4gly5jvV599VXfcfZlSVKkS9dG+OhOkwoflQgez87ORmlpKUaMGBGo8JkqXzqEjwTXJHyjR49GVVWVj/DJyZ0oLCy0Ej7aQsYlm++XjfDRto2NjZgyZUqgwieTb/iZjCVMpvDJe6WNtm3b5ovLkt4H/kZCLpqlHSVM+/NeTMLH/iCTYXhvkUhEj71sV15eno/wsa/RKyO9J1T4SPhkiRbZTumiLCws1HGmL730EgC/wiefv5xf3377bb3P7q5duzBu3LiE50MvlFJKhz5J8mcSPiauBBG+WCyGww47LIHwSTctr/H222/r30nCl5ubq8NtuAC2Eb6gcczzPL1VnAz1aWpqwr///W/9Odufco5PetQhLZduOgqfSRw4SZiQhE+uYG2oq6vDBRdc4PvMRvjq6urSInxSKpfupA0bNmD69Om6vbKuG10dJDacxDhhSMInJw0qCSbhM2P42AYeo+14f7KdoVAII0aMQM+ePfU99OjRQ2ceAv5ti3bu3JlA+GScDid62zOgEiMH/yDCN2LEiIQNxiXYhzhxVVZW6naOHj0a8+fP122n3U0SQsLHDEM5iSxbtgzLli3T3+XvbISPgzdJh+lWPP3007WteQ6TUJsKn1RQQqGQzqamKsDvm26hjIwMX7KTtD0Qf7+i0aiO0TKPS6WNWLFihc82VJGku6Wqqgr5+fkpCZ90U8r+Kl1AXOzx+9LVHKTwVVdXQymF66+/3nc/UhGSizmpRKZS+Orr6/U+nDLGtF+/fjjooIMQDod1klE0GsXw4cPRp08fAMDFF1/ss1s6hI99UbZr/PjxWLNmTVKFLzs7G1deeWXgmMW+xHsOUvj27NmT4NLduHFjQgICj9MucmH18ccf+9SVoIQeqfDxbyCeuMA20LUpx3/zHTTPa5tjZB8AEusD8tzst5Lwbd68GUopnZwjVWeT8Mnr8N2Wi2ku2uW7K99XOe5nZWWhsLBQE5l77rlHP6Mgwsd28HpAXP2/7LLLfM+OW1jec889+PTTT3XMriTL8nxsD5+zTSHn79Nx6ZrPhjbJy8tDdXW1HkuCFk6ffvqp795ffvllraJynOBihZCLOJOEBsERvhQwFT4iXYXPHCTM80osWbIEu3bt0qQjKA6LqKur8ykiADB16lRdc6qlhI8vvik7M4tJKjUm8eAqMScnBwC0iyhI4Vu0aBGWLVuWQPhkHBVfHNOFJgc1k/SRoPFFKigowLx587BkyRIAzYNpQ0MDdu3a5dswHmh+ieRkaRK+P/3pT1pllJNUEOGTbbdBKiGMy+ME3b9/f00W5f6kkoQwDoWET5IPE21R+JRSeOqpp/QzscXwUWnifaVy6UqFjwHUBCcTE1Lhy83NTQhhMJ+HbN+VV16p+8CSJUv0hEdlRpK3dFy6tEFZWZm2uVScm5qadN+TBIXvh7wftr2mpsZHYk3VRr6fLNYqY5AIKmBS4ePvgfhEW11drV2VPCYVvhEjRqBHjx4+IiNtmwyS8Jn9kUSfx6kWme43891766238NFHH+nf2SZp8x6lG7y+vh4nnHCC7nemAi3bHQqF8K9//QszZ85EfX29VlxtNePkdeVCNRwOY9euXT7SJD0VvJ5Eui5dOUab4RGmwjd79myUlJQAANavX69LdHHBQ5WVIUEydtV06UriIsmN9J4QNsJnfieI8PHdtS145BgEQPefDRs2+Owk5xbpYmV7OAZSITOfBVXQVC5dCVPhI+GzjbXyPZI2oVo5b948bRsqfKtWrUJjY6P2fMjCy47wtRHJXLoybscGGYtjZg7NmTPHl4ABAMuXL8fWrVt9LiCT0ElQ2ZGYMGGCT02iymZbXZgDNgmfOZhzEpaDCSc1Drx//etfMXbsWN9G39Fo1Jq0wb854MiXki+xbEsQ4bMpfDLORN7D8uXLAfhduoz7MNG3b18A0CVVzJcoLy9PEz458JqrbttAbYOcGPnsbZOJVA7k5M7JRyp8QQRT/i5I4WtoaNCEL6hvs19LlxnbKMsaSJuY/a2pqcmn8FVUVPgIeJAbXE4AHFBtx6ViLUE7Ll++HKFQSKuZcnKRE6FJ+GSoAZWa22+/XQ/8fC95nO8wiT0nmmQKnyR8pmoj+9zevXt1HJ45YXHRkpmZmdCfaOfXX3/dR/jMGD6gOQlK2rGthM+Ml6QbXY4xdOfLZ/jJJ5/gyy+/9BE+mThFBLl0GSLDKgnSlpIkVVdXIxwOo6ysDLFYDNdee63VrgCwevVqvPHGG9pG7B933XUXLr74YpSXlycQPi4sZFuJlsbwzZs3T4fImPciqwpIQiHFAqnwkfCxjfL9ZX+WBFuq3Dy/7Gsm4aOYIWNJWYeP5yFkWIS8J8Jc+GRnZ1sJm3TpygU8Y/g47toWD3JcMBd6yRQ+2i8vL09nQAeF2UgPh3lvjz32mC9uvaGhAYWFhTp2HoiXHJPvUzI4wpcCyVy6Mm7HBio1fKHY0U4++WTce++9+J//+Z+E3xQVFflWT8kIX9Aqk/A8DxMmTECvXr2scS5BhM8kLiR8ZjyXJHys0k/C53me3pYNSCR8QDNJMwkfpWnpIuP3ZTtI+KQayAk6aEKSCp+piBC9e/dGfX09KioqUFBQkKAy0HXCFagknXJQagnhI1kz71nerxyMSEI2btyoJ70gl66EXCTYCN+mTZuwZs0aq8JH0M67d+/G2LFjkxI+aRNzMDUVvsrKSgwePBjf/e53fd+fOXOm73f/+te/fNezEUlpt2QuM6WUdpsEET45Icp/c1BnCAVtzn5lvkc8zrgePgczhq+6utrnFpMTHpUcqWyw/WZ/tsXwERx7IpGIb9FjKnxsk1x40T6pCB/7aDqEjxO2fHa9e/fGV1995VOlq6urUVNT41Nhc3JyEpKvbISP6inbxgVfWVkZfvWrX+kxKBqN4oILLkAoFMLOnTtRWFioiwFLu7JNt956Kz788EPfeAbEF4Yy9hkATjzxRK0YtVXh4+8ffPDBBG+T+c6ZcYCS8MlFDBVzqXJS6WPfN9ViquSNjY067ls+Z0n4mDwix1RJ+P75z3/qz00XbFNTExYtWuS7tlz4sA4sQZIlXbqRSER7BLhQoEvX5qZn322pS5ffZfkx2/f4XTMkxbw3aSsu7srKyvRnmzZtwrRp0/QiJhkc4UuBIIXvpJNOSqnwSSIiFb5nn3026TV5DaWUb/Vtgg8/CJ7nYfHixZg6dapW1CTMdstECnksHcJHMGuLMnnQS8H743elS5dkmjYfNmyYzy5yUqCbhopKuoSvsbHRp9xIsAZVEOGjumUGdidz6SZDJBLBc889h8rKSm0H09ZsF+3Oyb20tFQ/N8ZjJSN8qRS+t956S8dXJSN88pmlInye5+HMM8/E+eef7yP9VLnkgJyZmYnly5djwIABup1r1qzxXb+0tDSpPU3bJSN8VPgyMzP1c+UEZ3PpyoUIJwKutvn5gAED8Jvf/CYhNILHWV9TKYWf/vSnVpfu+eefj/PPP993P5xkuC0W0BzDRzXdFsMXiUQS3v2srCyEw2FUVFT43OhFRUV67+e2Ej6p7gURPhl+QPvzXouLi1FWVuYjJw8//DBqamr0u0eiOGDAAL2zB58r4I/ha2ho8JXGeu6551BUVIRPPvkES5cu1TYdMWIEli5dilAohMrKyoTM+qysLFRUVGiifPzxx6NPnz4JCh+fARB/d8877zz07NkzwaXbVoWPtk4Ww0dSRtCm77zzDk477TRNzFhNgs9HzgV8D+h54Xk5DzQ2NuKwww7z9TV6cYA4kWYsoRxTJSmUSYpyfOV7OXLkSJ8N0lH4pIIWiUS0K1SGfCRz6doUPi6++LcEbQLEXbNyH2Q+GznH857NhRevKZ8zk6xk1jUAHHbYYc6l2x6Qkzn/379/f/Ts2TOlwiddIelO/iaSlfFIRfiuueYaHHHEEQBgJXxmu1uj8EnFA4DO2gLgI8PyJSBoG5vCx86ulPLFBcp2UGUjieG5ZGCxiXQI33/+53+itLQUdXV1SQmfjHFh+1rr0n3zzTcxYcIEHY8hwXNKAiZVD15bxvDJc8jBIZXCx3ul+mYjnrFYDMccc4z+rnyuMoZPEr4xY8YkxEuaSRurVq0CAAwaNAilpaUpM5sHDBgAAL5iwxJBLl05qNNuXDBwYgyFmrdtkv1ExirxuyR8cpCfOHGir2+sWrUK3/rWtwDA54Y+4YQTfOoUXbpDhgzRG7DL/m667rjVIONl5b2ZsaES0WgUJ554Inbs2OF7LhdffLFO2iDJYj9vCeHbtWuXzmxlHJREJBLBvffei5UrVyZMpLwmP5eE79VXX8WePXs0maTCZ75rsq38t8xy5HdjsRh27dqlJ3CpEtFlbLY9OzsbW7du1XaLRqN49dVX0a1bN1RVVSWorIA/HpX3OXv2bH0d0zYSHI9lPzcXE3RXBil8coFGm2ZmZqK6uhpbtmzR32MSlFT4ZMysTADieSXhy8nJ8d3/zTffbFX4pEtX3j93ROI9mH1CvsuybUzaMPuoWcmgsTG+zeCdd96JSCSC3NxcHH744ejXrx9qamo06eJYlEzhC0qolAofXcXyPuWCnOPPqaee6vPm8Ro9evTwlUeShfwliouLnUu3PSCVJ8IMLE6m8PH7tgDkVGCMUhBqamqSEr4pU6bgoIMOAgDroG+6i5VSyM/PT1D4WGzYDKhNpvCR5Nrst23bNpSVlenP5Mperp5sKyezHZK4cXJJpvDJwcsWAwnEV+wcmIqLixNIG1fS5grMvKbpRglCOBwvMHzaaaehrq4OhYWFCfGOQJwokMya7juSbw7s8pkwrR9IrfCxj1Jts9kwOzsbo0aN8il5tnuWhA+wx/BJhe/ss8/Wx8yJwwbuj/rJJ5/4PjfjOtl/iSCFTxI+6eoNUvhYasksDC3Pzb569tln4/DDDwcAFBQU6NIUY8eOxZ///Gf9m8bGRtTU1Pji+5K5dDds2KCJii2Gj32C/fzuu+8GEH/36c40iTjbzsmP2dJmDF8y0CVN1d2m8G3atAlbtmzxTX68VzmumclpdXV1uu+ahE9OyvJeAD/JaGhowOTJkxGLxbBt2zZNlt59911tjx49euCLL75IIGDRaBTbtm1LcCN3794d27dv940pyQjf2LFjtftcIqjfy35uLmSCkjakbeW4wEQvLq45pknCZy5oqSDbEoAk4QuK4cvOzta2lXOhtG95eTnmzJnj+z3nEBJOeW1T4SNmzJihY+fr6+uRn5+PIUOG6Hd1R28HuAAAIABJREFU9uzZ2Lt3L/Ly8jBs2DDEYjE8//zzus9zLEpH4TMhCZ+c92l7eS4qfDk5OVaF75JLLsEPf/hD/TnnLKWUzp7ndaSbOQiO8KWASVjMCSwV4eP3zaSNdNDU1IScnBzccMMNgcdTTYqEza3zwgsv+P4+88wz8ctf/rJFCp9JLqZMmQKgeXUlJ1/a8L777sMDDzzgi3kx4+Ckq4cwXbqsU2gWcU5G+OTuGUExfLy/66+/HpdccknaLl1bzFZQ35DIzs7Ge++9h4KCAk34JMaPH6+/x3gPU53MycnRx9oSwyc3GpeEz1xdk3TyvrkyZ5+Q3wuCqfBJcBJPBtvkLqGUwujRo3XBVsIkfFLhoys3IyMDu3fv1q5SSfjkJE6XalD7bH2wb9+++Pzzz3UbzZqLtEtNTY0vBkweY7/avn07mpqaNOEz3Ynso2z/5ZdfDqCZ8Elyabadn994441YtGhRAolK1rfr6+vRvXt3TfbMZ0n1mO/sDTfcoG0bjUa1fYDEWGUSW/ab7OxsTfjkOC3byt8RtbW1yMjIQFFREbZu3Yq6ujq9hzbBbFybOrpt27YEosxC+ekQPpk5GkT4ghJReC/yOrSdSfgIqQ4DzSTaHGtNhU+Oo9Kla8YfBil8kvAtXLgQvXv31u2X9iRqamoS9lOmS9ckfJKM0tUZjUZx1VVXYfz48dqrtXfvXmzfvh0rV67UYRK5ubk6ZEfa1hRQ0snSNSG9WVSJ5TVsCl9OTo5V4QOa97vmM5BeOP5m8ODBmD17tiN8bYX54pgxSEEu3VNOOcUXlNwahY/xNbfcckvrGi9gc+naFD6uHmwxfKbKaSN8M2fO9Cl8Mvjc9nuT8HHAMQmG/L2N8HHCTqXw7d27V2esBbl0CZLkoKQNm0tX2i2VCkKUlJRg9erVOn7GJHxyhVxbW5ug8M2fP9+3BZlJlj3P01nKqcqySJcuCZ8ZF8Q2SYWP5+f10kFTUxPGjBmjywhJpKPwBUEmuSilEvq5LWkjMzMTBQUFGDp0KD755BNEo1Hs2rUrgfABzQM3+4Zti0N+zxw/5s+fj2HDhuG4446z/obKalZWFnbs2IEePXr4FFlOeubiKyiGz1b4GIjvljN48GDrbj1sO+1mZsvTbskIHwvhBsXwSYUjHA7jlltu8ZV4kp4Nuf3bFVdcgY0bN6Jbt26oqKhAJBLxKXxKKZSUlCQonWwTQddrfn4+ysrKsH37dqxduzahndKFL8+3Y8eOBIVPKYWdO3daXbpjxozBscceq+9dEjN5zXPOOUfHLF944YWB9jVVT7nTxM9//nPrs6EKCMQXkabCByQSPrlo5fORhJRjLmvE2RQ+gqE5PBdtRgV+/vz5Oh71qquuSrCVSXLlgqqyshKxWAzhcBg33nijDneiwpeVlYXMzExNJnNzc/HFF1/oUjW8J5PwhcOJdfg4DgeRq1QKX7qE75lnnsGrr76q76W8vDwhzn7cuHFYsWIFBgwYgIsvvti5dNsKU+GTUnqQwheJRHD//fdrUsGdFlqq8H3++edJXbotgc2lG4QghU/+XhI+c0CUhI8ZUb169cKkSZMSfs8BnzZkKYbGxkbMnDkTK1as8J0XaCYe3FpMxvBx9ZWM8GVnZ+uMpiCbcAKx1eFjezlQShdmOoqeiWOOOUaf10b4CLkfsyQhDzzwgC8bzFQNPM/TBaZTFV5+9tlndWB5Xl4e6urqUFVVpWMZpb0k4duyZUug61a2w3RDHX300daJjRuatwYnn3wyjjvuuIQJmQhy6Y4aNQp33HEHVq5ciWg0ivLycivhI0j4JJF4//339b9tpOiBBx5A9+7dcdttt1nbRqKdlZWFbdu2oUePHj6CbkumSUX4bDE/Bx10EKZNmxa4CO3bt6+OOeS1WxLDR7UxyKUrz8NjHCvNMYUuL/bjwsJCFBUVoby8HBkZGT6FDwAeeugh3/U4icvndO211+rFrYyxMt8b89kfdthhUEollBAiYrGYVeE79thjMW/ePADJFb5HH30UM2bMAAAcfPDBduOi2SVLUBnzPA9FRUVWhU/a9ZxzztGEj/MY0Ez45DjKc82bNw/XXXedL2nD8zyUlJTgyy+/1HUxTYXPltzARZJSSs8vDzzwgCZn0iXd2NiIFStWJDwL2acrKytRWFio5wKGO5kL9tzcXCxatAiRSATDhw/HiBEjAMTJaGFhYUKZLpvCx8VGS126nFdNwhfk0l2zZg02btyo74UbHEiF75hjjsGVV16pf+cUvjbCJHzyYQUpfHS1Srdha5I2Lr30Ut+qyMTEiRPTPpdN4QtCkMLH37/yyiu+pA1zMKddmBEVCsV3wPjJT36ivyMn/6ysLG1D7p26Zs0a9O3bV9fEY7sAf4FUxuKZZTBMVxkRi8VwyCGHWGMLJYqKirSCYE6KkljK3US48pNI5xlFo1FMnDjRR/hsk2k0Gg2M4ZPXNlVXaWupKNgI37Bhw3Sx2vz8fNTV1aG8vBxFRUW+FbacKJVS+OCDDzTB2rp1q/U+zSSjZK7nVC5dbp1kwyOPPIK1a9daEzYA+GL6pEuXMbO9e/dGZmamzsQMInw2ly7VGZ67pQuAjz76SKsRH3zwAYYMGYLMzExMmTJFu7XM2ErGQjKBwyzFEVTaKdkiNCMjA7169dJ/z5kzB5dcconv+NixYwPvQ7qezjrrLGu9S8BP+LKzszFmzJiEfskJT6paI0eORH5+vk/hI3mSbkSg2WUoCV9RUZGvtiLgLw/CtnHRd/zxxwOA3nOW+3Db+qGN8MnPZFhFsncgGUw3t6xjaOt3cjG2evVqAP5xNxKJ77rChR3HNzmmxmIx9OzZU9uNY8DgwYPRt2/fQIWvsbHRN6atWbNGh6kA/sREm5re1NSEF198MWkIExdKzEoniZLbe/JavN7PfvYzDB48WB+zJUHaYvhI+JIpfEopvPLKK74kNtrbpvDl5uYiKysLr7zyij5HRUUFevXq5WuXrE9rG1sc4WsjTKPKhxWk8PFz022YrqsLAAYOHIhhw4YlVfjeeOONtM/XEsJntpMJDMyKPOaYY7B7927k5eVZByyqEFT4uNG1eQ2qBCQyAPTm2pMmTQpUDs04FRnDJwmfmboOANOnT8dtt92WUvouLi7WAcrM2CIkoecgA/izL4l0n9Ebb7yh4w9JnORz+P3vf69dFLxn+TyTEb4g2AgfB3HGYALQew7L1bckfOvXr8f69et1fM7//d//+c75+uuv6xgp2Z+li8nErFmzkvbXN998M+X9BWHo0KH630opPPfcc8jLy/NNDHKyt+1oAzQrfC2N4UuGgw8+WCt8H3/8MQYNGoSMjAwMHDjQ59KVkApfdXW1Vp64WAkiWy1ZhPbt2xcDBw7Uf3fv3h3PPfdc4PcZVhEOhzFs2LDAOEu2A4iX2/n1r38NwL8Q4+TN/wPA3LlzsWDBAqtLV8ZQAfYYviOPPBLXXHONbiuvYwtxiEQiWoVnP2BbbP3QRvhk/6mqqtKLDs+zF+Q18fvf/973t9kna2pqkJubq99pc3xjP2xsbNSuZS4S+Jzq6uqQm5vrG5tDoVDC9p2y/23evBmlpaVYu3YtGhsbMWTIEB8JJuF7+OGH9T1L+5iJiVSGzQQXoDncIQihUEj/Xrp05XPPycnBWWedZf09M31lP584cSJKSkp8YyXjjhsaGvD8889b2xEKhXDMMcfoMZ32rq+vT6rwsZ/xvnv06IGGhoYEwte9e3edYCmRaoHpCF8KNDY24rvf/a7urOkofJLwcYA2y5ekwqZNmwDAF8DaFpgu3SB3F5DoLuDWUM8884z+jC4NG7mgisTA99zc3ISOKQcVuliB+P0mc/9IuV92br5kMp7ORvhoi1QTXVFRkc44njVrVkLbuUei3OtVulVbAw6OZlYpEM+0jUaj+hmaCp/cU9YWw2dTumyEj+eWhG/16tUYO3asdofT1fPOO+/4fseyEdXV1b6Mwr/85S/44IMPEgifzSVGjB8/Pu0YyCDYFFcToVAIn3/+Ofbu3ZtA1oF4P+Lkyr0/CU4myeLgWqrw0V1L1ybVPpYUsbl0gbhqya3SZJbp9u3bcfLJJ1uv1dpSUemA2c7muyzHnYULFwZujSbBydumwJAcS8JnKnwyBkzuD8zY0b1792LFihUJCh+PyffMLIVkg43wydqRMqM02TsgITPteQ45RvPdSrXAkOO13IWJJEu+n3V1dZpgm+WmiClTpuDcc8/V547FYr4FFce0008/XdvFDA0yY/uoqvH3HGdSJSkyazscDuu+Yrp0lVI47LDDrL+/5557oJTScy8QXxwWFBQkjJW/+MUv9PlMyHhX6SFiYlU6MXw8b0FBATIzM7WNaJ8f/vCHePzxx5Pu0W61UYu+fQCivr4eCxYs0KtkG+GzDer0+1N9kpk26YAP/Ec/+lE73EWiwsfNpW0wCZ8t800SPnPAlgpfRUWFruslQZXIJHw5OTn49NNPre1ieQkZ/yLtYyp8csNwiXQmuuLi4kB3Ole+JKCyBEVbYBI+czBhrJLNpStdF7bMPxuCCB/jEzMyMnDjjTcCiNfGo+uQ6o2pXh5yyCEAEvfEBeIxQ+bnQa7f9gLDA2xgvwmFQiguLsbs2bMDyTon18suu8z3uS2GTyJVYkNQm2tra33vn0n4bOVyIpEIFi9ejP79+2sSEYvFUFFRoTPnTbQmrjhdUNkw+5ccd3784x/rvpQMdOnaylBR3aM3gdvIBRG+3NxcXHTRRb5z1NfXIy8vz6rwmYoqn8tNN90U2F6T8OXl5WHIkCH6M5b7AVr/DpjbQlLhs8VVMxwASI/w8btVVVW6L0l7Tp48WX/n2GOPxahRo/Qx81nKGD6C9unZsycAf6IECY1U+H73u98BSE74OCZzMcoMXFPhSwa+37b+aC6aFy5cqD83Ycbw8fp9+/bFl19+6Yu1NV268hwAdN1Dm0v30EMPtSa8JYMjfClgZgbJl0kqeSbY0Tkxjxs3LqE8RDpoCUlMBpPwJTtvLBbz1UST+N73vgeg2aVhW8VLwscMu6CVkHRHpWqbTeH78Y9/rI+3ROFrbGzeEsuG4uLiQHd6UVERzj77bOzcudMXw9dWsF3XXXed9bhU+MxYF0k8baprSxQ+ef5ly5b5vk9XtonPPvsMxcXFAKDLiRAXXXQRzjrrLBx//PG+GLdk2wa2B5IRPvYbKkL5+flWhQ9IVFOIdBS+lrp0JeFjzJwkfDaX7owZM7SiOmfOHP0clFIJ5MZES9uXLkKhECZMmIBx48b5PpfvdtBkzDGGYKkT6dIlJOHbuXMnotGoj0BMmzZN3yMJn7mVVX19vf7cfG/kRL9r1y7d/ptvvjnw3mVfsZFq2Z9a+w5cddVVvjZUVlbqhaLpTZLXkGNDZmYmtm/fjtzcXJ2wQjuwuLSM4yRmzJiRtvpuI3zsv4zplsSV1Q9knCCRSjSR4/+HH36IYcOGWQWJ1sK856DEpcGDB+tnEQ6HdWH2iRMnYtCgQdi9e7f23CVL2gCaa2BKwtfaZDbAEb6UMNWu0tJSPPXUUwCS1+FjR+/Tpw8mTpyIUCiU1I26v0F1LB3069cPS5cutR5buXIlAOi9I4Ni+DgIn3HGGZg6dao185QKiFT4koGZvwTtfvrpp+vjnufhjDPOSEr4uMJK5k7p168fzjnnHOux3r17Y9myZSgsLPTF8AFoscQuwT4T1C4SPpvCl4zwBU3q6RA+CXkeOfj16dNHZwEDiQXB//u//xtAfJJiVlxHgBnfyUBSxj1EJbh/ajLCl0zha41L9+6778a3vvUtZGZm4v777wfQTPiYtNGtWzeceuqpAOL97emnn8bSpUsxa9YszJ07F0cffbQ+H21vQ6qyRG1BOBzGd77zHZ3sYIOt5BHQPMYQ69at0zshJFP4mFUt9/C+7777fLG+hx56qC9Qn59T4bOFkzCTtVu3bmmNoabCZyN8QXGV6YJ1FInNmzdjwIABuo+YJCdI4XvrrbcQi8X0opz7POfm5mLz5s2+eLbWIJnCx2dpPlOpgErU1NQk9NcPP/xQJ10ppbSC/OWXX6KkpMRX0qe9EUT4pk+frue7SCSia0oOHz4ct912m0744Tmqq6vRu3dvvUkCEKzwtTbJR5+31b88QGBmQ0UiEV+6fFBxXcaJHX300Vi8eHFHNDUplFI6w6w9QBdFUAwfB+Enn3wSd999t/XaZWVlKCoq8iVtJINSSlfW57UB4I9//COA5niJJ598EieddFLgYMUyI8kQDod9L2AQJNECgCeffDLlb5JdM1kyiUzaePzxxxMIH4mHGcM3aNAg6720lPBt3bpV16sj4bvooovwzjvvJMQdttW93R6YMmVKYPkTQgZHmwsEEoMgwkcbJEvaaCnh6927NwoLC33Xmzx5Mn76059qxbl///545JFHADT3t169erW4Xuf+JHy2xAET6brb+vfv78u8lJCEb8KECTrAXZ6Xz2D9+vWYPXu2jjkj6urqEly6ckFzyy234Fe/+hWA9DwuMskhHA4nZPIG9ae24G9/+5smeSbhk/dC1ycQr/85aNAgVFRU6N19cnNztUL/1VdfpTUGEuY+uoB9TJMlYF577bUEQhZEiG2F8ocMGaL3Uo7FYvjf//1fAMBrr72mKw2MGTMm7XtoCdJROSORCF577TWUlpbq+66qqtIKX319PR566CGMGDECU6dO1b+TLmGp8KV73SB0/qj8NYdU+ExDDxo0KHBgS3eXhY7EFVdc0e7nTBbDFzSZ0I4jR47E8uXLA7fwsv2uvr5ed36z4O3IkSP1ZwMHDgwcVEeNGtUuxayBRMLXFkg1QMZ+ENzns7KyEoA/+FkqjbFYzPdMrr/+esycOTPheskIny1A/qqrrkJpaSl69+6tn+H111+fQJTaqgq0FwoKCjB69Oik3+EqfdKkSXjooYes3wmaoAsKCvDwww/jscceCzx3a8aASMS/Kw7vo1u3bpg7d25gIpdMDEgHw4cPx+23397i9qWDq666SmeDBkEWXE8Htj6ZnZ2td1hYt26dVnT47tBFKK9poqamBrFYzOfSNRO7uJNMUI1MCbM0z2uvveY7booI7QHGcnGMlO//0qVLdRmUJ554Qr+7nA8Yj20SPplNbC7IbSri008/jaKiIt9n1dXVePbZZ61tjkajOOqooxLInU3hu/baawHYn99NN92EOXPmICMjQ29fSHtMnDgRd911l/X6bUWQwidB4WDjxo36mUuFj2FFpg2CFL62on2c210YZgyffMAfffQR3njjjQTCV1hYiFAolNbg8E1Hqhg+G/ii9OvXD/369cOjjz6a1rWkwnfPPfcknL+4uBhvvfVWyvP06NEjMKGjpQiHw+3mqmd9JyBOXk13HBU+ui1kjKEknh988EFayk0Q4SssLMSOHTsSiNwJJ5yA6upqrVjk5+dj0KBBCb+XWW5fd6SjciUry2Ij0kRrC3FHo1HrxHb55Zf73JH33ntvi88tEYvFAnf8aCuS1UlsCeQ9Brl058yZo0kMSaFUu+UzsD2PmpoaFBYWoqamRr8PTU1NeO+993Dvvfdi4cKF+ndB8bUtwX/8x39g+PDhbT5PEMw4L5b6KCwsxJlnnpnwfZZbIuGrqqrSJabY781F7a233qoLSSfDWWedpckywTlUlrOSsL1vs2bNwh133KHjUzsatnctHcJni/HfsmWLTlgh4TPv1xG+ToJcjWVlZekJGYg/8B07diQEtjLzan9nIX4dkCqGzwZTKU03qJaxazk5OQkZk0Hn3t9QSrXbcw6FQjoQ+6STTvLt2gA0x/Cdd955uOCCC3wLEUn40nXTBRG+rVu3IisrS6/u5XcYL1lTUxMY59nRz6AtyM3N9W1ObgMzY4GWuapbS/iCSNiJJ57o+3vBggUtPvfXDTIpyAZ5jywuLMHSSQQTDmwuXcBemJYKX01NjR7L/v73v2P16tX4wx/+gIULF+r9zNujbweVyWkPBMXwAcHzETPxubsOt/STtrL141TxsUDcXpdeemlCGwHorHhzr3jTpTt48GDk5ubuF2U0XdjetXQUalsM5+WXX65rllZVVeHaa6+1KnyhUHwP7IkTJ6ZdvicVHOFLAenSzcvLwxdffOE7ftJJJyUEJrNTdlbn7EgExfCVlJQExn+0lvCFQiGMHTs2sMxEZ6E9nzPLPeTk5CSoCXl5ebjsssuspKM12cJBhC8zMxMLFizQz4lZZhI5OTkpidI3AQUFBbj66quTfqe8vDypLYKQjgJgwymnnNLi33xTQbKRDqSLkaCrj7j00ksRCoW029t06QYRvpycHJx99tn6OU+ZMkWX7lmwYEHg4ubrhKOOOgo7duwIJHxB4xRJNxU+qe4PHjzYqmo+9thjePDBB1vVztGjR2PLli36GrJdn332GV544QWMHDlSf3buueeiZ8+eX7v5dNWqVSmVN1vNV1nS5+qrr7YuIrhjTCQSwbRp09qnwXAxfCkhVxW2Mg+ZmZnttt/tNxHmjg9AnASOGzcuMKYoFArp/SKB5p0PkrkCN23aBKUUZs6cqVWmAw1KqUD3cU5OTou22gOSx/BJF0ZnZpd/HSDvvyW2MDO4HdoG7u4jYT4P9tvjjjsO2dnZumguYUuwYZLZqlWr9OR79dVX6wK9bXWddxSGDRuGxYsXt7jIPzF06FBkZWVh6tSp6N69O7797W/ryggmsTnjjDMCY15TQSmF3r17W9vYr18/XHjhhZgwYQK+/e1vA4iXUAqquNCZyMvLS5kxG1S2jYhGo9ZwERI+01tjc8lL0GaB7Ul61CFB4TNLNxzomDx5csIKZfHixUl3CPE8D0888YT+e+7cubjwwgut8WDEoEGD0NDQoKVwBz+i0WhgcHQQkhE+h5Zh3bp1CZ+NGTOm3VwxDvakjSDMmDFDuwyHDRuG0aNHIysry6rwTZ48uV3b2dno06dPYOZ4Mlx44YUAmkv5PP744wDiCqjprcnKykJJSUkbW5ocvP43GeFwGEceeWSLf0eX7vnnn+/7XM6bNjz++ONJww7caJ8Cf/jDH/RK5KCDDjrg1Q4Tf/vb3xI+Gzx4sA5KtaG1K9BIJJIQD3KggqVo2gLuduLQdkyaNCnhs+LiYl2z06F90Jr+escdd+Ddd9/FEUccYSV8tjHsm4y5c+fi4osvbrfz5efno0+fPu12vgMJ2dnZeOGFF1r8u6ysLOzZs8e3TV17wCl8KSDdh5MnT27xViYOiZC1oAgznd8hOVrr1pYFkgsKCnSJFweHrzvMgswtxf7cSq4r46abbnILww5GRkbGfinr5ghfC+E6fvvAtONXX33VSS05sCAz9RYtWmTdOsnB4esIc8u1luLUU091HppWwM15nQO5bWh7Qe2vvRS7Ag4//HBv/fr1nd2MLodFixbhnnvu6exmODg4ODg4dCkopd72PO9w2zEXw+fQ4XBkz8HBwcHBoWPhCJ+Dg4ODg4ODQxeHI3wODg4ODg4ODl0cjvA5ODg4ODg4OHRxOMLn4ODg4ODg4NDF4Qifg4ODg4ODg0MXhyN8Dg4ODg4ODg5dHI7wOTg4ODg4ODh0cTjC5+Dg4ODg4ODQxeEIn4ODg4ODg4NDF4fbWi0JlFJVAN7v7HYcgOgOYEdnN+IAhbN958HZvnPg7N55cLZvfwzwPK+H7UCko1vyDcP7QXvSOew/KKXWO7t3DpztOw/O9p0DZ/fOg7N9x8K5dB0cHBwcHBwcujgc4XNwcHBwcHBw6OJwhC85ftnZDThA4ezeeXC27zw423cOnN07D872HQiXtOHg4ODg4ODg0MXhFD4HBwcHBwcHhy4OR/gcHBwcHBwcHLo4DljCp5TqppR6Vin1F6XUk0qpTKXUg0qp15VSS8X3eimlXrX8fpRS6vmObfU3H621u1KqRCn1uVLqpX3/WesMOdjRDv19jVJqXMe2umugDX1+mejv7ymllnTOHXxz0QbbD1JKvaiU+odS6ked0/pvLtpg9/FKqReUUq8ppX7QOa3vujhgCR+A8wDc5XneiQC+AnAOgLDneZMADFJKDVVKxQD8GkCu/KFSSgG4C0BGB7e5K6C1dp8I4FbP86bu+297h7f8m4229PfzAGzyPO8fHd3oLoJW2d7zvJvY3wFsAPCbjm/6Nx6t7feLANzoed44ACe5BWaL0Vq7/xzAhQCOBjBLKTWwg9vdpXHAEj7P8+71PI8KXQ8AcwD8bt/ff0G8wzUC+C6ASuPnFwL4a0e0s6uhDXY/EsB8pdTflVLLO6q9XQWttbtSqgjAfwEoV0od13Et7jpo41gDpdQRAD73PO+LDmhul0IbbF8GYIxSqheALAC7OqbFXQNtsHuR53n/9uLZpGUACjqoyQcEDljCRyilJgGIAfg3AA6oOwH08jyv0vO8CuP7xYh33js7tKFdDC21O4BnAUwFcASASUqpMR3V1q6EVtj9+wB+D2AlgAuUUt/qsMZ2MbTC9sSViCsfDq1EK2z/Z8QXmVcAWAugoaPa2pXQCru/ppRapJQ6F8DBAN7tsMYeADigCd8+9eLnAOYB2A0ge9+hPATb5nYASzzPq9//LeyaaKXd13meV+V5XiOA/wdg6H5vaBdDK+1+KIBfeJ73FeIr9Kn7uZldEq20PZRShQB6ep63ab83souilba/DsBcz/Nu2Pf96fu7nV0NrbT7JQDeQ9ylfofn6sa1Kw5YwqeUykRcuVjied5mAG8jLjMDwFgAnwb89FgAdyilXgIwTil1y35uapdCG+z+nFLqIKVUDoATEY9pckgTbbD7RwAG7fv34QA278dmdkm0wfYAcDqAZ/ZrA7sw2mD7gQD6KaWiAMYDcMSjBWit3fct6N/f9+cj+7mZBxwOWMIH4CLEX+Qb9pE3BeB8pdRdAM4G8LTtR57nDROB1P/wPG+p7XsOgWiV3QEsQzxu8g0A93ue937A9xzsaK2AJdpkAAAC0klEQVTdfwJgkVLqNQBTAPyqA9ra1dBa2wPASQBe2e8t7Lpore1vAvASgO2IuyPX7veWdi20pc/fAuBap+61P9xOGwL7soamA3hlnwvLoQPg7N45cHbvPDjbdx6c7TsHzu6dD0f4HBwcHBwcHBy6OA5kl66Dg4ODg4ODwwEBR/gcHBwcHBwcHLo4HOFzcHBw2A9QSmUppQZ3djscHBwcAEf4HBwcHPYXzkWKgslKqduUUocrpUJKqWOVUoOVUvM7qH0ODg4HEFzShoODg0M7Y9/eq/8AsAnxraMOArAF8UV2tud5x+2r8fY84sWsjwQwF8BCAE/v24PUwcHBod0Q6ewGODg4OHQlKKUyEC8a+3PP827f99kbnufNNL56CYCXPc9rVEotQHxngXql1PtKqaM8z1vXwU13cHDownAKn4ODg0M7Qil1MOLbSRUAGLLv48kAXkd8kf0UgNUA1gF4EMDLAC70PO+Cfb8vBvAEgJme51V1ZNsdHBy6Lhzhc3BwcNgPUEqtBXCi53kN+xS+I8WxcwF0BzAYwETEN5Y/HsA7APoB+Cfirt2VHd9yBweHrgjn0nVwcHBoRyilwvv+aV1NK6VCAFYBmASgCHGitxfAU57nzVBKLQGw3vO85zuivQ4ODgcGHOFzcHBwaF98D8DpAGoB/FEpBQDDlVJ/2nc8DOBJAP8CAM/zapRSRwDYsO94FoCaDm2xg4NDl4cjfA4ODg7tCM/z7gNwn/xMKfWmmbShlJoCIKSUygRwM4DF+w71AFDRAU11cHA4gOAIn4ODg8P+R57lsywAmQD+C8BvPc/bqJR6GEAMwAcd2DYHB4cDAC5pw8HBwaEToZRSnhuIHRwc9jMc4XNwcHBwcHBw6OJwW6s5ODg4ODg4OHRxOMLn4ODg4ODg4NDF4Qifg4ODg4ODg0MXhyN8Dg4ODg4ODg5dHI7wOTg4ODg4ODh0cfx/QsOkUBr0JxYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.sans-serif']=['SimHei']  #解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "data=pd.read_excel('北京市空气质量数据.xlsx')\n",
    "data=data.replace(0,np.NaN)\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(data['AQI'],color='black',linestyle='-',linewidth=0.5)\n",
    "plt.axhline(y=data['AQI'].mean(),color='red', linestyle='-',linewidth=0.5,label='AQI总平均值')\n",
    "data['年']=data['日期'].apply(lambda x:x.year)\n",
    "AQI_mean=data['AQI'].groupby(data['年']).mean().values\n",
    "year=['2014年','2015年','2016年','2017年','2018年','2019年']\n",
    "col=['red','blue','green','yellow','purple','brown']\n",
    "for i in range(6):\n",
    "    plt.axhline(y=AQI_mean[i],color=col[i], linestyle='--',linewidth=0.5,label=year[i])\n",
    "plt.title('2014年至2019年AQI时间序列折线图')\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('AQI')\n",
    "plt.xlim(xmax=len(data), xmin=1)\n",
    "plt.ylim(ymax=data['AQI'].max(),ymin=1)\n",
    "plt.yticks([data['AQI'].mean()],['AQI平均值'])\n",
    "plt.xticks([1,365,365*2,365*3,365*4,365*5],['2014','2015','2016','2017','2018','2019'])\n",
    "plt.legend(loc='best')\n",
    "plt.text(x=list(data['AQI']).index(data['AQI'].max()),y=data['AQI'].max()-20,s='空气质量最差日',color='red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "代码说明：\n",
    "（1）第3行：Matplotlib的Pyplot子模块，指定别名为plt。\n",
    "（2）第5至7行：指定立即显示所绘图形，且通过参数设置解决图形中文显示乱码问题。\n",
    "（3）第12行：利用函数plt.figure说明图形的一般特征，如这里宽为10高5。\n",
    "（4）第13行：利用函数plt.plot绘制序列折线图（还可以绘制其他图）。同时，指定折线颜色、线形、线宽等。\n",
    "（5）第14行：利用函数plt.axhline在参数y指定的位置上画一条平行于横坐标的直线，并给定直线图例文字。plt.axvline可参数x指定的位置上画一条平行于纵坐标的直线。\n",
    "（6）第16至20行：首先，分组计算各年AQI的平均值；然后，通过for循环绘制多条平行于横坐标的直线，表征各年AQI平均值。\n",
    "（7）第21至23行：利用title()、xlabel()、ylabel()指定图的标题，横纵坐标的坐标标签。\n",
    "（8）第24，25行：利用xlim()、ylim()指定横纵坐标的取值范围。\n",
    "（9）第26，27行：利用xticks()、yticks()在指定坐标刻度位置上给出刻度标签。\n",
    "（10）第28行：利用legend()在指定位置（这里best表示最优位置）显示图例。\n",
    "（11）第29行：利用text()在指定的行列位置上显示指定文字\n",
    "（12）第30行：利用show()表示本次绘图结束。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '空气质量整体情况的饼图')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nuOOO0/ITIlVrJDDR3X+OxqkmGxaRsUMlOo58rlLbzy4+IEWRiNReaasw3P07d38krvtRKqBNmzZrE6/hw4fzzjtqLBSpQoOBs8xsCrAzcBAbDovQUAkR2Wy6VmOG2mOPPejZsycPPPAATz31FOeeey5t27ZNd1giGc3d+8duR8nXb4BpZrYlMBToBXiSMhGRClHilcFycnI4/vjjKS0t5YYbbqBx48aceeaZFBQUpDs0kYwXGy5hZgOAIcC1sRb6ZGUiIhWRMWMTpHyNGzfm8ssvZ+jQoYwYMYJJkyalOySRrOHuC6NhEfM2ViYiUhFKvLJI586duf7663F3hg8fzsyZM9MdkoiIiMRR4pWFDjjgAMaNG8ekSZO4+uqrWbx4cbpDEhERETTGK2vVqVOH4cOH8/333zN27Fi6dOnCsGHDtPyEiIhIGulXOMu1bduW4uJiOnfuzPDhw5k+fXq6QxIREam1lHjVEr169eKvf/0rn376KaNGjeKHH35Id0giIiK1jroaa5GcnBxOOOEEFi1axA033ECzZs04/fTTtfyEiIhINVGLVy3UpEkTrrjiCoYMGcIll1zCCy+8kO6QREREagUlXrXY9ttvz/XXX8+qVas4//zzmTVrVrpDEhERyWrqaqzlzIyDDjqIffbZh4kTJ7J8+XIuvvhi8vPz0x2aiIhI1lGLlwBh+Ynzzz+fI444ggsuuIBFi3QVFBERkaqmxEvW06lTJ6666ipGjx7N7Nmz0x2OiIhIVlHiJRto3rw5EyZM4NZbb+Xdd99NdzgiIiJZQ4mXJFVQUEBxcTHTpk3jySefTHc4IiIiWUGJl5TLzLjwwgv55ZdfuPHGG3H3dIckIiKS0ZR4ySYdddRR7Lrrrlx22WWsWrUq3eGIiIhkLCVeUiF9+/blxBNP1IxHyXpm1tzMhphZy3THIiLZR4mXVFinTp0YM2YMl156qWY8SlYys2bAs8DuwKtm1srM7jSzt8zssrjtNigTEakIJV5SKS1atGDChAlMnDhRMx4lG3UDLnD3scCLwCAg1917A9uYWZGZHZpYlsZ4RSTDpCTxMrPWZjYt7v4OZvZ03P2mZjbVzN4ws6GpiEFSp06dOowbN46pU6fyxBNPpDsckSrj7q+5+9tm1p/Q6rUv8Ej08EtAX2BAkrINmNlpZjbDzGbMnz8/tYGLSMao8sQraqq/F2gQ3d8W+AvQJG6zPwJ3Af2BS8zMqjoOSS0z46KLLtKMR8k6UX10JLAQcGBu9NBPQGtC3ZZYtgF3v8Pde7h7j1atWqU2aBHJGKlo8VpDqLRKo/uLgcMStukPPObua4AvgI6JO9HZYmY4+uij2WWXXTTjUbKGB2cBHwF7AvWihxoS6swlScpERCqkyisMdy9190Vx9390918SNlvt7kui20nPGHW2mDn69evHCSecoBmPkvHMbISZHR/dbQoUs64rsTswG3gvSZmISIWk60xtTdxtnTFmgaKiIsaMGcPo0aOZM2dOusMR2Vx3AMeZ2VQgF3gquj8BOAJ4rpwyEZEKyUvTcT81sx7uPoNwxjguTXFIFWrRogXjx4/nsssu44gjjqBnz57pDkmkUtx9ITAkvszMBkRl18Za85OVZaOOIyueU84uPiCFkYhkj3S1NN0K3GlmdwCL3X3upp4gmaFOnTpce+21TJkyRdd4lKzg7gvd/RF3n7exMhGRikhZ4uXuA8q77+7TCQPuX2LDgfeS4cyMiy++mBUrVnDTTTdpxqOIiEgkbWOr3H2Wuz+WZOC9ZImjjz6anXfemcsvv1wzHkVERNCgdkmxfv368fvf/14zHkVEREjf4HqpReJnPF588cVstdVW6Q5JpMaqzIB2Eck8avGSahGb8XjLLbcwffr0dIcjIiKSFkq8pNrErvE4ZcoUnnrqqXSHIyIiUu2UeEm1is14XLZsGTfffLNmPIqISK2ixEvS4phjjqFbt25cfvnlrF69Ot3hiIiIVAslXpI2/fv3XzvjsbS0dNNPEBERyXCa1ShpVVRUxJVXXsmoUaMYMWIEHTp0SHdIIrIZKjsbU5cYktpKLV6Sdi1atGDChAncdNNNzJgxI93hiIiIpIwSL6kRYtd4fPXVVzXjUUREspYSL6kxNONRRESynRIvqXE041FERLKVEi+pkfr378/xxx/P+eefrxmPIiKSNZR4SY3VuXPntTMev/nmm3SHIyIi8qsp8ZIarWXLlprxKNXGzJqY2fNm9pKZPWlmBWZ2p5m9ZWaXxW23QZmISEUo8ZIaLzbjcfLkyTz99NPpDkey27HABHffB5gHHAXkuntvYBszKzKzQxPL0hiviGQYJV6SEcyMSy65hCVLlvD3v/893eFIlnL3ie7+cnS3FTAMeCS6/xLQFxiQpGwDZnaamc0wsxnz589PXdAiklGUeElGOfbYY2nWrBn33ntvukORLGZmvYFmwLfA3Kj4J6A10CBJ2Qbc/Q537+HuPVq1apXiiEUkUyjxkoxz2GGHkZubyz//+c90hyJZyMyaAzcBJwFLgHrRQw0JdWayMhGRClGFIRlp2LBhlJaW8q9//SvdoUgWMbMC4FFglLvPAd5jXVdid2B2OWUiIhWii2RLxjr11FO58cYbefnllxkyZEi6w5HscDKwKzDazEYDdwPHmdmWwFCgF+DAtIQyqaTKXFRbF9SWbJKSFi8za21m06Lb+Wb2jJm9YWYnlVcmsjnOPfdc3n//faZNm5buUCQLuPut7t7M3QdEf/cSBtO/DQx090XuXppYlr6IRSTTVHniZWbNgHsJA1ABzgHec/c+wOFm1qicMpHNcskll/Dqq69qnS9JCXdf6O6PuPu8jZWJiFREKlq81gBHArHrvAxg3dTrqUCPcsrWo6nYUlFmxuWXX86TTz7Jxx9/nO5wREREylXliZe7lyY0vSeber3J6diaii2VYWb86U9/4r777mPmzJnpDkdERCSp6pjVqOnYUi1ycnK45pprmDhxInPmzEl3OCIiIhuojoRH07Gl2uTl5TFu3DjGjx/P999/n+5wRERE1lMdide9wFVmdgPQBXinnDKRKlGnTh2Ki4u5+uqrWbBgQbrDERERWStliZe7D4j+nQMMAd4ABrv7mmRlqYpDaqf69etTXFzMFVdcwc8//5zucERERIBqGlvl7t9FU68XbaxMpCo1atSIsWPHMnr0aJYsWZLucERERDSoXbJbs2bNuPLKKxk5ciQrVqxIdzgiIlLLKfGSrLfFFlswatQoRowYwcqVK9MdjoiI1GJKvKRWaNeuHcOHD2fUqFGsWaMhhSIikh5KvKTW2HrrrTn11FO59NJLKSsrS3c4IiJSCynxklpl++2355hjjmHMmDG4e7rDERGRWkaJl9Q63bt354ADDmDs2LFKvkREpFop8ZJaaY899qBv375MmDAh3aGIiEgtosRLaq0BAwbQpUsXJk6cmO5QRESkllDiJbXa0KFDadu2LXfffXe6QxERkVogL90BiKTbIYccwkMPPcTDDz/M0Ucfne5wpAYws9bAY+7ez8zygSeA5sCd7n5XsrI0hpv1Oo58rlLbzy4+IEWRiPx6avESAY455hiWLVvGU089le5QJM3MrBlwL9AgKjoHeM/d+wCHm1mjcspERDZJiZdI5OSTT2bu3Lm8+OKL6Q5F0msNcCRQGt0fADwS3Z4K9CinbD1mdpqZzTCzGfPnz09lvCKSQZR4icQ566yz+Pjjj5k6dWq6Q5E0cfdSd18UV9QAmBvd/gloXU5Z4n7ucPce7t6jVatWqQxZRDKIEi+RBBdeeCFTp07l3XffTXcoUjMsAepFtxsS6s1kZSIim6TKQiSBmTF69GieeeYZPvroo3SHI+n3HtA3ut0dmF1OmYjIJmlWo0gSZsZVV13FqFGjqFOnDtttt126Q5L0uReYZGb9gC7AO4RuxsQyEZFNUouXSDlycnIYO3Yst99+O19//XW6w5Fq5u4Don/nAEOAN4DB7r4mWVnaAhWRjKIWL5GNyMvLo7i4mIsuuogRI0bQrl27dIckaeDu37FuFmO5ZVIzVGbdL635JdVNLV4im1BQUMC4ceO45ppr0LIAIiLyayjxEqmAevXqUVxczJgxY1i4cGG6wxERkQylxEukgho2bMjYsWO57LLLWLx4cbrDERGRDKTES6QSmjZtypgxYxg1ahTLly9PdzgiIpJhUp54mdnWZvacmU0zs/FR2Z1m9paZXZbq44tUtVatWnHppZcyYsQIVq5cme5wREQkg1RHi9c44E/u3g8oNLNDgVx37w1sY2ZF1RCDSJXacsstueCCCxgxYgSrV69OdzgiIpIhqiPx6gy8H93+ERjPuinYL7Fu9ef16AKzUtN17NiRM888k0svvZSysrJ0hyMiIhmgOhKvx4ArzewgYD9gMpu4uCzoArOSGTp37sxxxx3HFVdcgbunOxwREanhUp54ufvVwPPAKYRLb+jispJVdtppJw4++GCuvvpqJV8iIrJR1ZX0fAB0ACagi8tKFurZsyd77bUX48ePT3coIiJSg1XXJYMuBia4+zIzewqYZmZbAkOBXtUUg0hK9e/fnxUrVnDzzTdz5plnkpOTg5mlOywR2YjKXF4IKn+JIV2+SBJVS+Ll7lfG3S41swGEC8xe6+6LqiMGkeqwzz77kJeXx9ixY1mzZt11k81sg27I+KQs2WMV2T6xLDc3l7y8PPLy8sjPz1/v3/jb2267LT169Pj1L1iklqlsoiaSKC0XyXb3hejispKlBg0axKBBg9Jy7LKyMlavXs2qVauS/hu73ahRo7TEJyJS26Ul8RKR1MjJyaGgoICCgoJ0hyIiIkko8RIREakBUjneLNVj2aTilHiJiIhkII03y0xKvERENoOZ3Ql0AZ6L1isUqZXUmlY5SrxERCop/pqzZnaXmRW5+//SHZdIVUlla1qmttRVVcJombDStpnNB+ZUYNOWwIIUh/NrKcZfr6bHBzU/xpoeH8B27l4jp1+a2Y3AC+4+ycyOAuq5+90J25wGnBbd3Q74P2r+e74xmfCZ2ZhMjx8y/zXUpvi3cvek1zvMiBav8oJPZGYz3L1GL06kGH+9mh4f1PwYa3p8EGJMdwwb0YD1rzm7a+IG7n4HcEfsfia85xuj+NMv01+D4g90nUQRkcrTNWdFZLOoshARqTxdc1ZENktGdDVWwh2b3iTtFOOvV9Pjg5ofY02PD2p2jJtzzdma/HoqQvGnX6a/BsVPhgyuFxGpacysGeGas1PdfV664xGRzKDES0RERKSaaIyXiIhIDWFmzc1siJm1THcskhoZk3iZWRMze97MXjKzJ82swMzuNLO3zOyyuO1am9m0JM/f0cxermnxmVk7MysxsynRX4WWzqjOGOPKnzGznVMV36+J0cyuinsPPzezUTUsvm3M7N9m9oGZXZ6K2Kogxl3N7BUze8PMLkxljLVNsve/Jov/bJhZfvTdf8PMTiqvrCaoxGe/Rv5/RN3XzwK7A6+aWatMij8m+vz8J7qdMfGbWZ6ZfRP3W7JT9Nsy3cxuidtug7LKyJjECzgWmODu+wDzgKOIVo4GtjGzouhDey9hjZ21zMyACUB+DYxvD2Csuw+I/ubXwBgxs2OBL939g8oc0Mx+a2EhyZTG6O5Xxt5D4FPg9Oj435lZvej2cWY2sQIxv21mg6oyPuBs4Ap33xnY11KYYP+KGG8CTiTM1jvMzLZOYYy1hsWtck/0/qc7po1J8tk4B3jP3fsAh5tZo3LKaoKKfPZr8v9HN+ACdx8LvAgM4lfEH/32JZZVx6S664B6yWLNgPf/4bjfkgJCfbg78KOZDTaz3RLLKnuQjEm83H2iu8darFoBw4BHovsvEd6INcCRQGnC008EXq2h8fUCTjGz983sz6mIzcxOMLPlwJXAvWZ2KWEm1l3AI1EScCLwlyjGt4BuZvazmV1oZs2B8cBCMxuYsO8cM1tkZvOiv7cSDr8r0KScuHLNrCCheBhhlW9Y9z7mmtmPwG+Ac4l7H83sHjM7I26fBwAdgAZmdjVQH/hjdJyhwL8r8JatAFYlvMYCCP/PwDgz+yiK4Sagj4XFPvci/F//O3rd8f/P/0d4T1sDdYCfKxDHZvkVn8Xm7v6thzcMKhwAACAASURBVIGf/wc0TlWMtcwANnz/a7LEz8YA1sU/FehRTtkmmdkpZtZvI48XRHVh+8qHvfb7+ZqZdSWc1Cb77A9IUraxmOdE39vY/X3N7G/lbHuumZ0dd7+vmT2SbNvo8Q/NbCsza2BmhcAXwHFRS0of4FDgsWjzVzYj/l62YU/Pa2a2wYK/UTyDYolZVD+fbGY50f3jzKzNRo61dh/AUkLimyzWysRf3XoBB5rZuxauxbo38HhUJ74I9CPU84lllZJxy0mYWW+gGWHdnPVWjnb30mib+O1bEL58+0Z/NSo+4HngT8Ay4BUz6+buH6UgtKfd/SgL4wbeIyz6mAuUAV2jbRpGtw8FZgAnAW8TEplHgduBa8yskbv/K3pOZ+Btdy/vvW0H9DWzI5M8lgtMIyRTmFlDoCfwg5m9R3gfVxLO+nYCfkdIDq9w94VJTuYg/F9fTUgUH4tewxPR6xwEdDKzEdGxL3f3SeXE/TczWxLdzgHeB06J7q8i/J+dTfh/a0b48g0hJFzXseG6Ti9Er7MQmAysLue4VWYzPotvRD8aPwEdgVR8DmujTa5yX5Mk+Wwkxt+6nLKKaEpohdpgKEPkFKAToZ5JfCwPeMzdH4viM2AKoScjL/rbgnDSsCiKaXZCnLcQTgR7m9klhO9Ho+jkbVHUUoaZdQEOISShDYCzzOwXwgn8oUCsGy0HyHH32Pd5X0JrYcxK4k7ikiiNttkBODXadnegTXS7GXBrtO1FhNb8lcDJZnYzoR6pb2ZnEU5YD3b3yXH73wl4I3bHzJoSLnvzn8RAzGwL4AFge6DU3deY2fGEE9yngGJCohHb/n3Ce74yfjdAEfAl4f9xD+DO6LHYZ78mfx+mA4Pd/Xszu4+wSPIX0WOxz/lqwuuLL6uUjEq8opaXm4DDgAuo2MrRxcAod19Vzg91uuN7091/iZ7/H8KHNpU/eGWEFpcGhMppB8IXZx7hS7MMOAa4xd3/a2azgd2AU9x9XnT2NgSIJV67ABvrftwaOLKCXZR7AZOAPVn3Pj4NvOLuP5jZd8CPwEBCMrWeqFLZIXpeC2A4odXmbMKZ1XfuvruZ/R34u7u/vZFYTnH318t5zIGrCO/Ta1FM0wlJa+zsMjGxGgkc4e5u4Tp/Q6KYUmIzP4unE97bPwLjXFOeq0qmr3Ifi38RIf4l5ZRtwMy+JUnyYWafRzcLgAJ3L4xaUy4nJC/fJtldfnQ8AKLv0q5AK3dfEe33HkKdMZpQjyR+9tcQ6sDcqCz2LwkxrgB+iLZfRagfV0b7+h2wnZmdQ6hHLwUeiE7y9wKGmVm+u6+KjrX2exRXjpndHu1/NOEEfA9CIrYFocWoPiFJWhE9/bFo21hr0RWE+np7d/+zmU1h/Zb6ZwgnssvN7LeEE9LGhOT3f9HvYRt3bxg9ZRjwDfAHM1tI6BG5nFCXDiWcfP+U8H4d6u6zzWzPaNu3gM/c/VEze42QVCV+9mvy9+Gj2O8xofEhnxTEX5Ne8EZFXT2PEpKoOVR85ei9CF1DU4Cdo+6nmhTfi2bW1szqA/sAn6QivoQYXyd84b8ktAJ1JVRoP7v7h+7+abT9lkB7QmK1TbSbHqx/wfJdgKOibsZPolaWeEVUfFXvvQmJSwFwV/Q+wrqxJt2B7+JiSXQwYWHLWwmJzc2EZu2JwFmEs0cIFc96Y+ksDBKeZWYfRI/fbGEg/Bdm9nbcdgWEM8Lrov0uiGL6I6HS+mc5sW0NtDezuoTKKGVJzeZ+Ft19DevO7h5MVXy1UKavcp8s/oq+pjWE7/UZwLnuvr27bw+cTKhL9gfKos/sg4Tv1KWE79E/4v6eAI5395+S7P/R6Ls6AziQ0GrTOHrOkdHxY3F+Sqj/5hIGsX9HSBaeIfzQAuDuXxFO2tsRGii2JJzIHQeUEJKU14E/uPsD0dNij+0KzIhOpN8FjrUwgWoGMN3MGlkY3tElet5swgnPOYST7jmE7+/bwA2Eeg3CCfPDwIesa2VJfO/j65VtCUnZ1tFrbQT8Hujv7p3cvRMhuYz1NpxFqDObEro57yUkeRMISdvJ0etqGu0/lkA2Af5GGNZwMfAPM5sZxVaXzf/spMP9ZtbdzHKB3xJ+e6o+fnfPiD/gTGAhoWl5CuED9CHhQ/EZ0CRu2ynl7CNpeTrjI3zhPid84c5OUWwnECqvMwlji5YTEoZnCGcw30b3r4mPEbibUPlsSWiJeoOQGDWK2+5CYJ/o9uHAJ3GP5RMqnhnl/P0f8Pu47T8gtCQtJySFUwgV5Tdx7+NDhC7CWIz3AGdE9x8iVHqnEiqt1wmV6jjC2eEbhC/Su0DjhPdoMjAgyXu3M2GBzPj/59XR/qcD5wG/ECqhOYRujDzClzH+//kA4CtgMaHyzK1pn8Xo/r1Av1R/n2vTHyEJSPr+1+S/2GcD2Cr6Ht4QfeZzk5WVs48hwFjge0KSQvT8iVHZREJLT11CN2NOJeIz4KeEsrei71jiZ/9pQuvQC4STs5+BmYQWpqcIrUlPE7pAd4v2NTn6zjqhfpxCOBHdDvhvtH1sLcw6hDrr87hYBhOGKLwH/CshzoGEbs8phG7Fgwkt1LdG9UhJFPdtUV2y9rMTfZ4WEOrktZ+naF/9447xCdA0un01oa6ckhDH/6J/TyCqy6O4e8c97wTC0IPXE577OiG5mxq9b38mjMP9F6FR57Xotaz32acGfx+AHQm/xR8TPrc5hN+NGwgnpVsnK6vscTJ6AVWr4StH15T4zOwEwhd6EaEJewKhCXoaobJrSahElrj7mOg5Q4EbgZ3dfWkljvUjsKO7/1iBbScBV7v7m9HYs+8JyVgBMMPd94may6cQksM8whd7hrtfF+3jHsIYs9vi9juC0Lr1LGHsVXt3/4OZ/ZVQmY5z9x0SYpkCjHH3KQnlOwM3unv/uLLXgVHAmKjoA9aN0+hK6Nq83d07buo9qC415bNYW2X6+x+1fvcFXnT3ReWVJTyngPADNRn4c+I20XtyLuFk6RBC8nEFoY5KVAcY7e4vxT2/ATCLMBTibUKXfxPCidtKQpfdIEKdMoSQIFwd3c8lnFTNIyQ2+YTJJadG+84ltGCdRBirNJPQCjWVMGwAQsv7DELCsR9hRtxQDy16mNm/gDcJP+YdgbPc/cPosX0IyeYFwFEehnH8k9DCFu8WQrIYi38J0JaQDJ1K6MpcROgOnE1Ibt+NjvEJ0Nfdf456er4jJBUnuvvJ0TZfuPt20Vg1J9TBhcAad/foebMIdfAD7t7XzHLcvSyqB4dF7/kCQiLWGjjA3V+1MEh/FqFXZL3PfiZ9HyzMij8AeN9DS2jSssrIqDFeidx9Iev6u2ucGhbf0+5+VOxOlLCsIYwjmEncGA0LM4r+DhyyqaTLzE51979Ft+sCzQldB30IFdViNuxWqw8cTThrnh2VDSKcFR4Wdbt+H1XcXxEq0FsILV+LWDfLpzxrCGemOxPOUGKDP+8inCVuMD4siuOv5YwD/DhJ2bfA8YTK7DhCBXoH4Qx7RZLt06qGfRZrnUx//939OxLiT1aW8PhKM9sDeAfY38zWJGySS1iiJtaV9mT0t4FooHPickDNCS1WqwktXz0szKhb4O4fRcMGyuLf+2hM2ApCndCOUAcVEo01i9v3EEIX5VmE7soHCMlfAfA4odW8AWEg/ALgfsLv6dDoOLGE5BVC4nUJcJ+ZDXH3H2MJpJldEHfM7oRxlrH36VCgZUL8VxLGtJ1tZoui1/EJMMzdT0jy1k2L3vc2wEh3f93MrjOzfd197UB5dy+L9r/a3Veb2cFmNo5wUr40+utgYTb3Q4SeEAj17Jjo9kOERPt0M7uDcAKa9LOfSd8Hd19Owm9OsrLKyOjES6rEF4SEBgAzq0NoKv5L7MxpE440s2WsG9D6jrsvIFRGW5b3pOgMa0vCGRaExOsdAHdfZmZfAb2jWO4itNL9gzDOoCJLg+xOqFSbE864IZwRN4pii4+lP6HCOJXQwjfdzLYB6rv7J2a2t5m1iTszsyjOuVHr2mGEyvg1d18UnemldiaHSAaIWkb2ARZHP+jFwAp3HxOdWNXbxC5ijPUHwkP40Z+TUH4kYTmX2ASlxOfkEboWSwnjPyG05jQmzLaMxf2Cmc0itMCtJoxd6kxIvD4hjCXLA673aLA8sNrMMLPTCQPNexONxYpa9ScC75rZUZ58Ys9qQvJVFt0vJJx4hjcgtDCeRjihhDBG7Okk+4nXL67FK2Y8cHw0+H2DSRHRmK3v3H17M3uM0N05i6jFK2HzxBPQPxNOQE+nBp6A1hQZM7heUuYzwhizmP0IX+yRtm5trsPMrH10tpPoLMI057mEqctHb+xgZtbSzA4iNNd/4+v6uvcmSrwi7wB7u/u/Ca1vnxAGO65i01/oHEJ3Yl/CoHfMrDHhDOU84GAzGxklfxAqVSOcoT5rYTHI7QgDRiF0y94Yt/+1Z97uPo5QCS9h3fpjoJMaESC0bvi65Rbiy1cm66Isx49AkZntETe4uxfhxPEX4InohGcvYK6Z7U+ol9Z2Y1lozr6QMD6rhDAOcmF0+7+s60KMxTcLGAF8G3XN3UuoIwoJS+x0cPfEZRlyCK1EgwknjQ8DQ6PWt2WEk7tPN/I6jyAkgEcRulDjXU9I9OZbWPphCHHLO0SvsWN08rwxTxK6UJuw4ZqX9QiJ6G5RArYnYZxaMmtPQAktemcTdwJKaLnTCWgS+nGoBdz9HsLAyviyEzbylPK+LN2S7PsLQh9+RS0mVD6xM6XYftZbvdjdz4i7/SfCulmYWa/47s9yXkedaNt6hMrqCkIX41/d/TELa9I8RFi36kdCwnhY1DUyGejj7s+b2SgL6/mMBz4zsy7u/l/C92aSma1MPLCZXRHd1HdLpOq8BlxGSKyeiroeTwGGu/tPFpZm+AdhXOdPhEk6uYSJJrETy20IY7yWR/dj46li4z3zzeydhGSwHuGk8Mro/t9j40sTxcZJeVh1HmAXM9sdON/dyzshLWBdA4gRJvisjvZ3OtFJnpl1I5wQHxclXZMIJ5fLzMyJ6jxCsllC6ArMZ/2uxtilysoI9dN+hJasWPwdCMsjXEFoNXwEeDB6f5MtprzeCaiZ3U24csB2rEsuVQ8mkdGD60U2xcwsGiSa62G5hGTbNIglc7GBo0lu13f3ZdHtFoSlN5LuT0TAwqLJYwmJTuy70pYw5jN+QHUdwkrg5V63L0pqphFak7oRkqgrCIO7bye0Sl/j7v+Ie87BhASsHyGBepzQwhP70YslXrHFPI3Q5XgY4WTsSkKSUkQY59makEjEtocwzmuMu/876jp93913jIuhLyHxOqyc1/U2YZ3DOWb2P2CHqEu2PmG26Nnu/mq0bX3CZIaHgevc/ZqofEvCcIplhAH7Q6P9nQLc7+6/mFl3YLm7zzSztoQxs28Dt3m0YG60r+3d/fMosc0jLOGx2sJlfR5w9z3itn0/Ot4GJ6Bx2rp7pRcYzXZKvEREpMpFXV45wC+xE5hytisA8mInNhvZzoB8d1+ZUN7Ky7nGbfzJUzaI3tO27j47xcfJI0xM2Nj/m05AN5MSLxEREZFqosH1IiIiItWkSge+Rc2TX7FuCuw5hNXM9wfedfezou2uSizbmJYtW3rHjh2rMlQRqeHee++9Be7eKt1xiIhUpaqecdANeNjdRwCY2W6EwYC7A1eY2WDC9N31ytz9lY3ttGPHjsyYMWNjm4hIljGzOZveSkQks1R14tULONDMBhJmgXxBmK3iZvYiYVXfRUnKNki8zOw0wmJxdOjQoYrDFBEREal+VT3Gazow2N13J6zxUY91U29/IkzHbZCkbAPufoe793D3Hq1aqbdBREREMl9Vt3h95O6/RLdnsC75grAwWw5hhe/EMhEREZGsV9VJz/1m1t3Cld1/S2jdil3bqTvhQsTvJSkTkSxXUlqS7hBERNKuqhOvPxKu0v4B8Bbh8gy7mNkNhOtgPQy8nqRMRLJYSWkJJz19kpIvqXGi68c2T3ccUnukfAHV6Hp5BxAupfBVeWUb06NHD9esRpHMUFJaQmHjwgqXl8fM3nP3HlUZm0giMxsGdHL3MemORWqHlI+vcvfl7v5YfIKVrExEMt/GWrYqk3SJpJKZ5ZnZl2b2CnAysJeZvRKV6cLOklL6gInIZktsxSpsXMhdB9+lJEtqtOjCz0uB6xIeutbdV6cjJqk9NKNQRDZLea1bSrokQ+QSZtbH/+WmNSKpFdTiJSKbRa1bkuG2BM4A6gArAQeamVmeWr0klZR4ichmU9IlGexDdx8cXSWlwN1vNrPhwHbAp5XZUcnIaQVAJ0KrWR2gIMnfCuBr4MvC4n6Lqu5lSKZR4iVSDSo7o09Eqs0DwPNmti/hMnffbmzjkpHT2q0uW9N92crlvYBd83PzutbJK2ifYzkV7qb8ZsRri8q8bI6RMys3J2cW8CXwRmFxv0olfJKZlHiJpFhsLJS65URqBjPLB9qY2XPAXcAw4B/AMqCjmX3p7ksB/nfhy00XLi8dVj+/7qENCur3zM/Na5iXk0vjug03+/g5ltMkx3K6Ad3iy78Z8doPhr0cXcf42cLifj9v9kGkxkr5Ol5VQet4SaZTi1flaR0vSRUz6wbcDJzp7p9GZQXACcCw+vl1n3z5pHtoWNDguCZ1G3XPzcmp9olo7r4KeNXMngAeKSzut7C6Y5DUUOIlIjWSEi9JJTMzT/gBfOXkewc2rdvokub1mw4qyM0vSFdsidx9sZndAUwoLO73XbrjkV9HiZeI1EhKvKS63Pe7vwwoarnV9YWN2+xsZukOp1zu/ouZ3QdcW1jcb1a645HNo8RLJItkU5emEi9JtbsPL+6+bfMON3ds2q5PTk5Ozc24Erj7GjN7DCguLO73QXUe28wGAVcBvxBma66MHioAznH3D6sznkykxEskS0yfO53Rk0dnzSB+JV6SKrcefFXH7Vptc9M2zQqH5uXmZfqiqXcB5xcW9yut7gOb2Zvuvmd1HzfTaeV6kSxQUlrC6MmjGTtobFYkXSKpMKSoT4NHj7nx+n2K+n7RuWXHA7Mg6QI4yd0/Lhk5be80HFsLzW4GtXiJZICKdCFmUzcjqMVLqtZZvY7d4bddhjyywxbb7pjuWFLB3d3MbgUuKSzutzQVxzCzJsBThG5GgN2BD4BVhJX/GwJHu/tG10Kr7dTiJVLDlXdNxETZlHSJVJUhRX1yive96MTTdj/qzWxNuiDM0gT+4O4floyc1jcVx3D3Re4+0N33A04CXgb+C5zu7vu5e18lXZumxEukhtM1EUU2z5CiPg2H7XzwPUd22/+OFvWbNk13PNXBzLZ199dKRk67IsWHOgT4d4qPkZVSkniZWWsz+090+04ze8vMLot7fIMyESmfki6Ryjl996N2GNH/tLf33rb3cfm5+bXqKi1mlgNcVTJy2g0lI6dV+WxNM9sSOIWw2n98eaGZZcO4uZRKVYvXdUA9MzsUyHX33sA2ZlaUrCxFMYjUaCWlJZvsPhSRyvvdTkMHHb/rIa9s32qbrumOJc3OBe4tGTmtUonn+CMPbDf+yAOTjq80s7bAs8Aody8FyoBW0cNXAfv8inhrhSpPvKI1PpYC84ABwCPRQy8BfcspS7af08xshpnNmD9/flWHKVLt4pOsktISjnn8GI55/BglXyJV6LAd9x10Tu/j7tuq6ZZbpjuWGuI44ImSkdPqbmrDru3aFBy9x87Fy1au+mD1mjUtEx83sw7AVGCsu78QFT8FXGdmrxMSsClVF3p2qtJZjdG1rl4k9P0+Rbji+o3u/qGZ7QPsChQllrl78cb2q1mNkumSXSg7lnCpGzE5zWqUyjqk65B+w/c84cFtW3Ron+5Yahp3n2Jmvyks7rc42eNd27Vp0beo40MtG9bvOXXm7Md/WrrszE/nzttguQgzaxy1dMlmquoWr5HARHePXVF9CVAvut0wOl6yMpGslmyAfGHjwg2SLrV+iWyeg7sM7nNO7+MeUNKVnJkNcPfJJSOnNUp8bNAOnXbdf6ft3s016/TsR59f9NPSZeckS7oAlHT9elWd9AwGzjKzKcDOwEGs60rsDswG3ktSJpL1KrIOV0WWjRCR9R20w6Ddz+k97P7OLbfukO5YajIz6wE8VDJyWg5A13Ztcg7ZdccT9+y01UtfL1hY8trMr4etXlN296dz561Ic6hZrUpnerh7/9jtKPn6DTAtmgExFOhFWGQtsUwkK/yaRUy1bIRI5Q0p6rPLub2Pv2/7Vttu/Wv3tXB5KR/P+4IdWxfRvH7VrD4xf+lPNK3bmPzcGjOx8kCguGu7NmN23WrLCe2bNT3s9f/Nfmb+4qWXfTp33tx0B1cbpKybz90HRE2SA4C3gYHR4msblKUqBpHqNH3u9F/dYqWkS6TihhT12Wpo570m7LJll+1+7b5+XrGYEx8bwQfff8YRD5/HB99/xu8fvYRDHzybP06+eZPPn7/0J/a7+2QA7nnvcQ649zSWrVzOa1+/W5OSLgDKvOzcQ7vv/laTenX3ef7jL66cv3jpH5R0VZ+UfxrcfSHrZjGWWyaSyXStRJHqNaSoT4POLbe+7JAug/tUxf4++/FLrhh0Nru268qiFYsZ9s8Lue93f2HXdl058+kreeub/9C7wy7lPv/qVyeyYnW4ks6nP87i6O4H8OG8z6mfv8nJhNXq5xWly5+f/fDK1fmFLX5a3HLUyjVfPfDp3Hk1/9qBWaRmpeEiGUrdhCLVZ0hRH6ubV+eEU3sccWh+bn5+Veyzd4edAXj72w/44PvPaFK3ETu26QxAy/rNKP1lSbnPfWPOe9TPr0urBs0BcHdWr1nNa19P57w9j6+K8KrElz99XTr5+yfyrP5edQqbdW/Sro2P6NN12GPA8nTHVptoRqFIJU2fOz1puZIukWqz57E7/+b0lg2aNa/Knbo7z3w2mSZ1G/G7nfbn+jfu4eVZbzDl63fou9VuSZ+zcs0qbnjzPkbudfrasv5b9+SVL9+ibaNWnPT4KN6c835VhllhC5eXMvXr6fzf0oVM+2Za6XPfPp7buOXxBa2ada9buuwnysrWdAXGpCW4WkyJl0glTJ87nf0e3K/c5EtEUmtIUZ+W3dtsf8GeHXap8lXpzYyx+1zADq22ZZvmhQzcZg8e/vBZDt9xPxoU1E/6nIlvP8jxu/yWJnXXrdLwmx325oI+J9K4bkMGbdubSTNfq+pQuWhSMQfffyY3vHlv0sdjY9amz/14zX73nlD2+vzPcr8ubd/gxucuzftl1XI+K5lBbm4e7n7BLWdM7lblAUq5lHiJVELPdj154dgX6NmuZ7pDEal1hhT1ycnLyT3h+F1+OzDHcqr092vi2w/y2CdhMfbSX5bQuE4jum7Rie9Kf+S0nkeW+7xps2dw7/tP8ruHzuW/P87i4ufHAfD1whI6Nm1HQW4+ZVW4UDnA81+8xhov4+njbuWbn7/n65++3WCbz378krN7D1veotnyFVu16VpGwY4N5v70FXtuP5Q587+gIC+MPTOzPHe/45YzJisfqCZ6o0WS2NjMRCVdImnTc7/O/X/bvH7TZlW942N2/g1PfPIShz14Nmu8jL227slt7/yDU3seQb1ogPzMBbO5durf1nve48fezKPH3Mijx9xIly068ZehI1j8y1JaNWhOUYuOPPThM/Qrp5tyc7317QcctP1AAPp37Mm7JR9vsE2jugWlny+dXjZ31Q51FyxelLd16y7gzpqyNXz+7Qy6tt997bZmtgdwWpUGKeWq0ksGpYouGSTVpaS0hO8Xf8/oyaM3GCz/a9boksrTJYMk3pCiPnm5ljNuwv6XntS4bsOqWWQrQ100qZiTehxOly068drX7/LJDzM5q9cwAMq8rOyV2S8t+2zJ99a+3dH1H3vjZvt56QJOHHwZH89+k7e/eJGdOvbmw69fZ99djqFzuzBT093nmtm2Z9026Jd0vrbaQC1eUmHZuqJ6SWkJ0+dOZ/rc6Rzz+DFc+NKFGywLoVXlRdKux/7bDdi9tiddAA0K6rFiVciPlq1cvrYrc9nK5b/88/P7l329pn5ex/bDGuTm5NqR/c6jXYtt+Hj2m+zWaSD79zieegUN6dphDz74etrafZpZO+CUdLye2kaJl1RINiYeJaUllJSWcNBDBzH4/sGcPelsxu8znocOe2iD7kQtFyGSPlFr1+8Gb7vnjumOpSbYqc12vFvyEQD//fFLCpu0oaT0uyX3fX7Pam+6d902LXvXffmDh3ln5ksALPtlCfXqNARg/qK5tGq8JXm5+ST2eLn7iFvOmFxQva+m9lHiJRWSbYlHbJX57xd/T6M6jXjw0Ad5/MjH6dmuZ7mvMVteu0gGUmtXnH2L+vHEpy9x1b9v5tnPJ/PLmqVLz3vxz3VaF55Yv0G91nkAfXY4kHdnvsz1Tw/HvYwdCnuwfOVSGtVvRptmW/HGZ8+xXbtd19uvmbUHTkrHa6pNNMZLap3pc6evXWW+Z7ueGrtVQ2mMl4DGdpXn5xWLmfLV22Wlq39ctqxe29y2rfrVq4r9uvscMys667ZBq6pif7IhrVwvtUasmzQ+6QK1ZInUcD0Gd9pzNyVd6zN8+cKy79fkt+xfp239dlWyej+AmW0FHAk8UFX7lPWpq1GyXmws10lPhxb0uw6+S0tCiGSAIUV9DPjN7oXdt0x3LDXJrP/7askDM/+1pnHbwxs0qsKkK8bdD63qfco6SrwkK8VatxITrsLGhWrhEskcrevkFbTr0LRtx3QHUhO4O1NmT1vy0oIvcws7HNkwLzffUnSofW85Y3LNurp3FlHiJVnl2ZnPrh04Hxu7pYRLJGN17dNht3Z5OXlV3qqTaX5ZvXLVI58/vfibvLZ12rUeUCXjucpjZvWBwak8Rm2mMV6S8WLXTfx0/qec+syp7LjFjtxx4B1rEy0lXCIZq1/Pwp3apjuIdPtx6YJlb+cYKwAAIABJREFUT339qjdvs1/DJnl1U9XKlehg4NlqOlatkpLEy8yaA7sB/3H3Bak4htQ+ibMPY6vMD7pvEIaxQ8sd+NtBf2PwNoOVbIlkuCFFfVrk5uR23KZZ+23SHUs6ffTDf5e+uXBeTtvC3ya/SneKuJf95pYzJp9+1m2DyqrzuLVBlXc1mlkzQpa8O/CqmbUyszvN7C0zuyxuuw3KRMqTuIDrszOfXTt2q2urrjx02EM8fuTjnLDzCUq6RLJDlz0Ku7cpyMuvlWONyrzMn//y1SX/WZlX0LZN1SwVURlmOVsAe1T3cWuDVLR4dQMucPe3oyRsEJDr7r3N7C4zKwJ2Sixz9/+lIBbJErGxWgD3fHAPF750Iff+9l56tuvJY0c8pmRLJPv06Vm4U5t0B5EOS1cuW/nErFdX1m3Vt37T/PrpHIt9MPBWGo+flao88XL31wDMrD+h1as58Ej08EtAX2CXJGXrJV5mdhrR1dI7dOhQ1WFKhomN4zp70tnM/Gkm1+97PQd2PhDQGC6RbDOkqE9DoPOWjbZonu5Yqts3i75b9tK8/1mrLfdpmO5Y3MsOAkamO45sk6oxXkZYgG0h4MDc6KGfgF2BBknK1uPudwB3QFi5PhVxSma454N7OP/F8+ncvDM3738zgNbhEsluWwBlTeo2apnuQKrT2yUfLP1iTf38Vq33rCHXS7TOt5wxOe+s2watTnck2SQliZeH6xCdZWZ/Ag4H/hY91JAwrmwJUC+hTGSt2ED66XOnc+FLF3L9vtdr0LxI7dGyRf2m9erkFVT72KZ0WF22es0zX761fFWTHes3LWhYY34PzSwP6AjMSnMoWSUVg+tHmNnx0d2mQDGhKxGgOzAbeC9JmdRyJaUlTJ87fb11uHq268kLx76gpEukdtlym+YdGqc7iP9v78zDo6yuP/45s2abhCUhCTsqS1EUlICoICDiUkBbrShoVbR2UbS/UrXVYlsRtVTcsLWiolYLbihKVEQUBEEhIEFkCzsEEsg+k0xmv78/3pmQhAQCZOd+nidP5r3v+9573glkvjnn3HMag+Jyp/ftnd97TUkXxtmbkeiqxFlNbUBroyE8XrOBd0XkTuBHYAGwXEQ6AlcBF2KEH1dUG9OcpkTKQtyVfhe7inbxk8SfMOuqWRVCK9WRyqSPJlUUQtVoNK2e7t3adGzU8glNwbb8PeUZZQGzI2lAc35WLbzqmYZIri8CLq88JiLDw2MzlFIltY1pTi8iCfNTFk/BG/BiM9n438//R/+U/lUEVuXq8xqN5rSgS0dHB0dTG9GQLNv3g/tQVNcoR0Jsc/RyVaCU0sKrnmmUyvVhMfbu8cY0pwfpWenku/O559N76NmuJ7PHzibVYRSnrk1cadGl0ZweXN7zYjvQNim2XZumtqUh8AX9/kXZO0pD8X3aRkljFaE/eZQK9W5qG1obumWQptHIOJDBprxN3P7R7URZovAEPPhDflIdqVpYaTSaCO2BUKwtptXleBW4S8qWFjmxJpzVtvlLLgOlVMemtqG1cUzhJSLbMfKxqgxjbFzs1WBWaVodr2e+zn2L7qN9dHsA7r/ofgZ1GnRUWFGj0Zz2xAOYTaZW5RjYWrC/ZHMoPsYam9JsGn473YXE2uMxm2t/qxU05/yzFskx/2ErpXo2liGa1kkkrPh/n/8fXeK78No1r7EpbxO39b+tqU3TaDTNEzOAWUzmpjakPgipkPomd7erIKpzvNlsOilHV7m3lNe+fIyQCmGzRHHL8AeqHE8aNRWL+Wg9V/2+SaOmsnLLJ6zOWsx9Y2eyJXstg3uNPubaIhyzpIeIdFRKHazrs4iITSnlq+v1dZgvVilVVl/zNQat6i+KhqZ6k2ZN7WQcyOBQ2SGufftaoq3RzLpqVkVJCF38VKPRHAMLgElavsfL7ff4luXnB/3RXeNPJYM+Y8eXjDj3en7SeSBvr3iW1VmLqxxv3p/Bud0vOu59m/dnkF2wg4v6XMXevG3YLMdvgynI8WqpfRbeLJcI/BIIhse/UEqtrDKXSG9gFjA6fGxRSgXCr4cAmYAHsCil/OFxAWxKKW/4+AqMVkZ/U0odBl4WkalKqZ3HfZhmwvFCjSbgBiANw/1bAnwJ7DjdeitGmjTX1+661iriXs98ncSYRG5dcCuLJi5iwY0LSI5N1mJLo9HUiXJUrAnO/GmwyKLMUaGmtudkMXvy/L9e955H9fqNyX6Kcw07+5qK16XlxXTrNZoeyX0rjh3RNe9DqH6fI7oNKEUwFGTr/rVcef7NdVm+Rp0gIlcBfwRSgXeAT4H5GPVB3wNeCV83B+gBRLxSPhH5JHydF7g2PN4Z+DswGfiPiHgjS4Xv/bmIxGAIu7cAj4h8hdEfOlFEOiul+tblgZqa4/1F8SoQBXyD8eDnAx8DJSIyuCUpzFOlPksa1LeIa2oidbgWZi1k2vJp9E3sW9HAWqPRaE6ErQQlxvBziJjMzbrUQq24Dvvi4p4zDcv3x/mdj3tXnf9ggT26bftTnXZX7ibc3tIK0VX9uC73FboO8d22z+nXfQgvfT6VKwZMoFenAbXeq6g5LKiU+iwshHoB7yildoW9U68BORiOGoAAcDdQjuGlulVERgHDgWlQ4eRZBiwHCpVSIyqvJQZmwApcBhQDP2CItoVKqdEikn7MN6EZcTzhdaZSaljkQEQKgfeBJ04n0RWhvkRSa6pL9Xrm6zy3+jl2FO7AJCamDpvKXRfc1SqeTaPRND5ucLtROxORfgKn6ixqdAKuw8VRPB48t1hsMWJ24HfFXJrxmPnr8x84ZI9LTj7Zecs8Tt5b+QK/Gv23Go/ret8FZ42gnSOZfGcOZ3cdTObuFccWXkqVH2P6CRgOml+LyHSMAupbgY+Ar0TkLgzP1i8wutX0FpEFGGHJRIzONWOBrsDbwO+A90QkFsOTtjm8jglYpJSaISJvAc8AGcDvCYs3IE5EJgJ9lFJTj/mmNDHHE175IvIkhgotw3DxjQPyGtqw1k5LFyYZBzJYmLWQx1c8Tp/EPsy7bp4OKWo0mvogAKAC3jLsMe2a2pgTwV+ck6fcT+ZGXxbdb9hL5blgdgDEhDz2keueaL+0/x8O2hK6nnB5hkDQz6tfPMq4wXfQzpF81HFd74uQV3KADgmdKfeVYrRWrh2lQs6axkWkJ0aY726gG+DC8D79L+z52oyhG6KAl4A3METaWqAjsEsp9ZSxhtojIjcCHqXUsPDr3kqpv1dbMwZ4CLgDmAIs4ohnbQaGgHuZZs7xhNctGPHWO4FIFeHlhP9jaE4vsp3ZvLvpXXq178WE+RNw+908NPQh7eHSaDT1SSmgQj5PqTm2qU2pO/6C/Qd8uU9uTr42bgShEP0LzXGVz9uV33LZ+n+mfNVv8n5r+15dTmTub7d+xv787Xz+/Vw+/34uvTr2r3I8tO9YOrbvwdrtXzF20KRa7xvadyx9uw7CEdOWlLbdmLfiGa46/5Zjrq2UKq5lfDvQU0T6A9crpR4TkcUi8iCGtjgEjAISMBptP4qR0zUwPEXbysn1GKHIRzCEXAdglIhEQo6dwlUWLgWSgBcxcr+uwIhE7gJCGKHIXcC+ur2zTYMcS+2KiA0YhtFP8TIMVfs8sFQptawxDAQYOHCgWrt2bWMtp6lGJIdr3Lxx5Jbl0j2hO7OungXAmF5jmtg6TWtFRNYppQYe/0pNayKm5+Ak4Mk2l9zcz5Z8RotwofsO7drl3jljaccJjvHmaHNc70xf2bTPTDXKxqAStbTvnftMyf27NbadJ4PH5543Zc6YCdXHRaQrR0KIvYAnlVJvisj1QJxS6vXwdUuVUiNExA4sBH6Fsftxi1Lq/Urz3YmR3vTnauu0AT5XSg2uNGbG8KKdAbgxcr5uj+yEbO4cN9SIEWP/F4bwek8p9dcGt0rTbEjPSmfq0qmUecvIc+cxvu94DpYe1IVPNRpNQ1EKSMhb5mpqQ+qC9+DWraUbZ/634y2O+8zRhpfr0vXBUqhZeJlFyagtL3db5r9pT6jzJd0b1diTQES21XLKD+wEvsfwbL0ddtZI+D4T0A84AKCU8orILIzcrGXAzGrz3QLcX8M6XSJzhEOYF2N4zz4Avsao++YAvhWR2cBnSqn9J/OsjcXxhFc3jHobV2DsbEwUkd8DXymlfmho4zRNQ6QGV3JsMhM/mEgwFKRn+568Mu4Vbut/W6sthaHRaJoFHiAYLC0sakojAs48LPFJx7zGs3fDhm57X/hX/tjoP9ra2yqSqNJyzcfdFDB8x7zuq3yuPeU9ruwuzbhno9Vs21zTuFIqB1ggIgMBG3AzcCtHUpFuA5ZilIZ4EWiHEQYcgxFufENEOmKEF1dghAerhLZE5GVgBBBJlh8D3AVMVkptEpFJGDW/ZoVLVNwFpADNWngdM9R41MUi/TBE2Gil1LHL3dYjOtTYOGQcyGDFvhX8bdnfcPvdFTW4AN1PUdPo6FDj6UtMz8HTrIldO7a99LZJx78agmVF5C14gpSJMwg4D5Of/jSICWvbVNpdcQ81CRsVDJD34XRCnlLizr2cuHNHU/T16/hyd9Lhhkcp2/QVcedcVvua25dn3uv994F/dWvTzjGozZDIeJcsf/nM+cctOlrButTh+4p7XddF5OSq2jcCA+7+z8jMplg4nExfrk5EqLQATqgysFJqI7AReKphzNE0FY8sfYR/rvwn/pCfGZfPoFf7Xjp/S6PRNBU7/Pn7klQw4BOzxXasC4OeUvI/eQblN+ptujIX0X703VgTu3Do3b/iz9uDrUOPo+5zrVuILeUs2lwykUPv/ZWY3pcQcjuxpZyJ79DOWr1dSill2rIo41+O1+1/tsbExA1MGFz5/LCMQClY6yy8LshZ1vVHf9mB3L63pJhM5mbVJikUCvlNJlONHq/GQCnlbqq1G5KWWZyuich2Zje1CfVKelY66VnpPLL0EaYtN0qhnNH2DG44+wYtujQaTVOyA7CHPK5Dx7tQxETSNQ8iNkPrtB32S6yJxqbBkMeJKTq+xvs8+zcS02coAFFdzsGXu8MorRAK4d2/CXuXfkfdo0LBkH3j+6veS3m9w4tlljwuSxoiJqnyOXphtumEP1fPyc/o1PWHl/KCwUC99TCsD7yB8s13/2dks7KpNVDvwktEEkTks/C20g9FxCYir4rItyLyl0rXHTXWnIlUmz8V8ZXtzK7T/fV1TW08/e3TPLL0Ea6Zdw3j5o3jme+eYeqwqSy/fTlf3fqVDilqNJqmJgcIBUoLj9t82WSPwWQ/Oo+9bMtyrO27YXHUXDBe+T0V50xRDoJlRdiSuhEoOQwiHJr7IP78I6lCKhgIJGx485v0M+f3fO8we/eMTLnAZDNVaXbY/kDAlxwyn1SF+l7Fm1J6rX+2JBDwHqtgaaMSCPqXN7UNrZGG8HhNBJ4O54DlAjcCZqXUEOAMEekpIj+vPtYAdpwS1YXNiVSbr0lgZRzI4Lp3rmPC/AlkHMiocY3IWGWBV5drToShrw5lyuIpPLb8MUKE+Muwv/DVL7/i0RGPktYpTYsujUbTHMgFxHdo566TudlfnItzzYe0G/WrWq8RazTKbzhzlK8cUMSnXUvsOSMQq52YXhfh3mn8rlYBvy9l/UvL0/suOvf7QnXwg7TUHpYEa9vqcw79LlBjsdG60q10d9K56/7p8fvLS09lnvrCZrG3mDY8LYl6F15KqX8rpb4IHyZh7HR4N3y8GKPmx/AaxqogIneJyFoRWZuX17CF8qsLmNqETV1F19h5Y5kwf0IV8TRl8RQAHrj4AR7+6mHSs9JrXSMi8DIOZNQowk6m5VC2M5uhrw7lm+xvMIuZp0Y/xcKbFlYILo1Go2kuuLevdgO7PHvW56tQ8IQKdgc9peR/PIP2V99Xoycsgi3lLDzZmwDw5e3GHG9sJAp5yjDZohGzFQgR8ns9PTOfXvFR/xVphz3K+efk9uaozlFda5rz4t2cclPvlPKctgPXPhHyeV01Fi5tLEIqFLRbo1c0pQ2tlQbL8RKRIUBbjG2dB8LDhUAyEFvDWBWUUrOVUgOVUgOTko69pfdUqElkRYRNbdcfixxXDnuK9/DAxQ9UmW/udXOZP34+Y3qNYfrI6cxYOYPpI6fTOb5zjeIr25nNw189XOWaynaeiOh6ZOkjDHttGN9kf8MlnS/h2zu+5Q9D/qDzuDQaTXPmW+X3xgVLC/ecyE3O794j6Myj8Iv/kDv3T3j2baR87wac6xZWuS7unMso+WYuhUtewp+/H3vHXvgLD2Dr0ANbai+c6xZiSz6r/PzMx1e+e0HmhQFF8Ca3Y3/suY6jk7+AuKJgsIvPnHjyj3uE9t6C+CEZ023e8sL8+pjvZPD6y7fd/Z+RzSbs2ZpoEOElIu2AWcAkjGJ4kR0eceE1axprEo7lPZr00aQqYcHaPGGVQ4tpndJYfPNi+qf0P0ooVV7D5XWR6kitMmdN4i/ijapsZ11DjBkHMhg3dxzTlk9DEKYOm8qKO1ZoD5dGo2kJbAPw5+/dXpeLUyY8CUDb4bfT+Z43SZnwJCkTniSqaz+iu51H/AVjq1xvSehAh/HTsHfqS/KNjyEmM9Z2nbB16IG1TQopN89wji7438o3B2VdZDNjvmGPbZ1tWLtBtdXcGrLKX2ISqbfPsoSAK+bSjOnx3tLc424waAh8fs+iplj3dKAhkuttwHvAn5VSe4F1HAklngfsqWWsyahJdHWO78z0kdN5+KuHK0J+wFEiLduZzYT5E6qEFiO5UjUJumxnNnel38Wuol3kuHKqeNeqC7Dq99bk+aqN9Kx0LnzlQhZuX8jYnmP5+vaveXTEoyf4zmg0Gs0Rwr/f63O+Y3VjPAiUuneu3dlQdZwsjvbE/mToUSHJYFlR0TVbHsp4aVD20Ggr9vs2sap4VPIgk8VkrW2uodup93Y1MSGPbeS6J9v7ivceOP7V9UcoFAyWeoqfacw1TycawtN0B3A+8LCILMNoH3CLiDwN3AB8AiyoYazZkdYpjTnXzCHVkcqca+ZUCCWomm81c/RM5l43t87hP4fNwXNXPVfFmwVUEWART1vltSIV44+X3/XI0kf45Ye/JESISzpfwscTPtZJ8xqNplZE5JFwr7xjXdMbSK90bKn0eoiIRIuBtdK4hHv0RY6vEJF/i0iH8NDLInJmTeu5t68OAd8EnYejgq78nSf5aCdM0Hk475btD2TOHFQwLMYq9he3htZ8c0lqX3OM2VHbPTZ3MHSW++R2Mx4Pu/JbRmU+leov2NZo1dhL3AUrH3/vV62rflIzoiGS619USrVVSg0Pf72BkUz/HTBCKVWilHJWH6tvO06UY3mQJn00iczcTEa9OYr0rPSjwoMPf/XwUfMcK0H/gYsfYO7GuRX3R66NnL938L08/NXDVc5VTrSv7nGLkJ6VTv9/92fa8mkUeYq4pPMlrLhD50ZqNJrj4gWOqtckInNEZKmIpGP01vOJyCci8hnwfqVLOwMfYTRLXiwii0RkEbAImBeeKwYIAm8BHhH5CqMl3YsiUluRzu8Ai2f/j9/Xy1Meh0DRgZy79z6w5dFBpcPsFrEuzQ5mPduzQztbB1vKse5L+87vtFQSovWNhZDp8h+e7xLK/X5vQ61RmTKv64nGWOd0pVFyq5RSRUqpd5VSuccaayqOlbsV8TAlxyYTCAV4bPljAFWS7yvnXlWep6bk+WxnNs+vfp57B98LcFQIM3J++sjpQNVcr5rCnJH1hr46lLHzxrIhbwPnJZ3HzNEzibZFt7qirxqNpn4QkS0iskRElmBEKh4IH38TFk1g9N27G5gMFCilxgDPYKSLjA/PY8JoenwLsEspNUIpdWX46wrgOhExA1bgMmAoEAKuBTaFSw/VVjZiP5DtzlqVE/J7GrRpdiBv9/6HDj24+/4LvEMtJjHvKAodmmRuUxLTK7bX8e4duhlvQ9oGYBIYtfXVbub9y/c05DqlnpL9T7z3K53f1YDoyvUcyeeqHEaM5G5V9jD169CPWVfNqjiO5HZVniciyCbMn8CUxVNqLBsxod8Enl/9PHBEcEXmrJ7zlXEgo8q56lx51pUVZSIALul8CZm/y+QPQ/5wwiUnNBrNaYVfKTVKKTUKmA08GX59M0caHZuAX4TPjxCRBcDfgOs54vHqCiwEOgFfisg6ETlYSdR9CUwJRzbewhBfg8Kvp4XniBORiSISOQbAvX21Aj4lFEzw5WzPoIHw52zd/aTz4dzfnBccYjaJFJWrsutyo7fEXtjm/OPda/KHOMdpTmgo26pz6c53ukfv/HRvQ7UvLC0vfrFBJtZU0GCu0ZZEpM7W3OvmAobgmT5yOr6gjxxXDjmuHB7+6mF+M/A3FTsRIyUiqud9RV7PHD0ToEpJiIwDGUz+bDLbCrbx5s/eBKgxZyxyXyTkWFuS/rkvnkuRpwgAm9h4adxL3Nb/toprahNd1cOVGo3mtKQuNaeigJeAN4BXgbVARwzP1lMASqk9InIj4FFKDQu/7q2U+nvlicKhxocwvGtTMMKQkTSTGRgC7uUabMgEykt/WLzB3rH3ELHY6twHsS4E9mdue1E96Rl3tikNBF9QBW7bZvo2cHXSxSaTHLd34rnr/C6b1J7/1RAM2f9Jt3WB0v3Fva7vJHLiLYpqwxfwlnv9nmfraz5NzWjhVY2IxynHlYNSins+vQeA36b9lvsW3ccZbc/AYXMwc/RMUh2pFYItMzezIkSY6kitEEyVQ4hTFk9h1lWzKtaaMH9CxTwRz1kkST/i9apNdPV8rieekAeA7vHdWXHHijoXeJ300STtDdNoNJawRwoM0eMTkdswxFakAnsC0B14FCMPbGB4vK2IWJRSEc9YOfAIRliyAzBKREaEz3VSSvUELsUoqv0ixqarKzDy73dhiEArRshxX2Uj3dtXl8f0HPxRyFs23ntg66qobudeVl9vQGDntxtfj3nWMqqH+TwApRSP/ai+3TYiZYDVbqqTwBv2g3IDjSq8AC7I+brLJn/ZgZy+v0w2mcz18lle4i74cMYHv9W1uxqY0z7UWNl7FTnOceUwZfEUXrj6BaZeOhUR4eyks+nTvg+zx8zm2j7XMmXxFDJzM/EFfSzZtYRbF9zKhH4TePirh8lx5Ry1CzLHlQNAqiO1QrC5fK6KivZzr5tbIboi3q/r373+KHtvfO9Guj3TrUJ0JdgT6iy64OSq3ms0mlbJpFpCjaOAP4WviVNKfQeMxfhD/T6M/K75lUQX4fNOAKXU80qpoUqp4Rh5XIXh8c/C+VzXYPRizMFohl0I/EwpdYVSanEtti4Hyl0/fL5BBXzuU31wpRRq65dr30t4NmZUD/NPIuMLdoV+mHd+cldrG2vddiiGQgwoMMXmBwL4Gyj0dyzOzl/bqduGF/ODQf8p55j5gz5fSVnB1PqwS3NsTmuPV8aBjArPVI4rh3s+vQcRoXLsfMbKGRXFTuePn09mbiYPfPEAXeK7MHXpVFAwZ/0c3rj2DZJjkyvCg/cOvpdbPryFxTcvrvCARcKPlYVe5DhCxCM1od8EthVsqxBvGQcyGPXGKJx+4w/ROEsc834xj/4p/U9YRGnRpdFolFJrKh2aMLxQKKU8wA8i0pdwhxGllFdEZgEZGIn0M6tNdwtwfw3LdInMIUbl0YsxvGcfAF8DZgxv0bciMhv4TCl1VNmEsNfrQ+Urn+jZ/+Py6B7nX3lyTw1KhUKWTQvXzO88r1P/FHOXyPi177hLV3ZPcKSMiu5W033Zr2bjPejFcZ6DDuM6ULCkgPLFhSFJ6Ba3sqyMaxIaLc2rCj1LtqRErX82f0v/e4MWiz3mZOfZd3jbG898dN9J9cbUnBinrccrIroiuwunLJ6CiPCbgb9h/vj5zB8/n7ROaUwaMImDpQcrPFbJscn0TuxNrC0WFMweO5u5180lOTaZkf8dybSvpzF95HSSY5Pp1a4XqY7UihIRkZDisXKsIon+czfO5ZkrniGtUxqDXhrEoFcGVYiurvFd2TJ5C2N6jdEiSqPR1AdxQPXiqD2A/4jIiyLyDnARMAZDeL0hIitF5LJwUdV9GPlfFYjIy8CHGAW1Cd/7IDBZKfUCRmjRppSahVHP8QzgWGUbvgGcrvWfbg66nTkn85AqFAzGbnh71afd53Xrn2KqEF0fbPGVLi42eZPHp3T3FRxVVYOStSUQgjOnnokvz4c314tnn4eR8Y6yHz3lRJtqrmZfn+T4a6/P2qV0T+K56/7p8/vcJ7Xzs7gsP+ebLZ/8/qSN05wQp6XwiuRbVd5dOPe6ufxl2F+YsnhKFS9TRAClOlIZO28s93x6D/dfdD+x1ljsFqMuYET8CMLUS6dWeLheuPqFinluXXArS3YtwRvwkuPKqbHifYS0TmncO/heXsx4kR7P9CAjNwNBsJvsLLxpISvvWKkFl0ajqTeUUo8opV6tNvaJUuobpdRvlVLjlVJ/VkqtUUr9Wyn1C6XUxUqpL5VSPqXULUqp6sn69wE9lVLzwvMtVEqNVUptCh/PUUrNDr/epZT6k1Kq1p2L7u2rPcAbqFBS6YZFC2uqZh/ylnHo3b9y6J2pHP7gMVTwiFhRwYC/feacFZ/2+bh3myhSh75WBkCJJ+S94QOP3e8LtXd+75SyrWVHrV22tYyEQYZHK+7sONzb3Sil6OLEsrLMzdDYuCrX5wcC3LzPKLm13+fj9v37+Nme3byYX3vrRb9S/C57PxP37mV+idEf++m8w/xq/36UUqxxHzvCmlKe0yZt7RP4vM6iY15YjZAKqd2HNt+7JmvxKYdwNXXjtBReAL6gjznr5zCh34QKoTWm1xgWTVxEWqe0CnF27+B7mbN+Dpm5mewo2EFReRHPrX6OqZdOrRBq2c5sUh2pnNn2zIrQ3/SR0ysq06d1SuONa99gzvo5FHuLKxL25143l5mjZx61szE9K52b3r+JNQfXsMe5B7vJznnJ57HwkTY2AAAfG0lEQVRi0grt5dJoNC0CpZS7AVr9rAfWeg9uxZe747vqJ8s2LSM+7VqSx0/DHNuW8l1G3dVQwOftsn7W8vR+X56XYJekWxeUU+ZTBENKXbnQt1scFnP8gHhcmS7Kdx+dWx7yhrC0NTJzzHFmAiUBuibG+NeVlkenWCzcfSCb1e6wkAsGeSgnh/KQoUPnFhcxuX0iH3bvwUp3GYWBwFHzA/yvqIi+UVH8r1s3FrtclIWCFAWD/CTKzhavl1Tr8TOD2vkKHRdnTI/yugvq3Fz7QMHOL1dnLZ5f1+s1p85pKbw6x3fm/RveZ9KASdy36D5G/XcUGQcyyHZmV2kg7Q14SY5NBiCrIIuubbpitVjZUbCDB5c8yLSvp1WUnKhMRLRVbvszptcYJg2YRG5pLr7QkXsiwi2S2zVu7jjGzhtLqb8UgPOSzmPHfTtYOGGhbm6t0WhOa8J1veYC4sxYsDLkKSuofN5x/k+J7jEAgJC7BHNMAiFfefnZ62esWHD+6rSODlNbswneuT6GeLvw6rbg2s1xUV3sHe0mk9WExWHBX3h0SM8cZUb5DA0Z8oRQSjHeHVN8d2IiDrOJS2Pj+MJlRPnMwMyOHYkLV3lIMJvJ8nrJDwTwKYXDXHOFigy3mysd8QAMjI7hR48HBQQVrHW7SYuuW/qWI1Aafena6fFeV85xi5O7vS7n5n1rbt+4Z1Xj7ww4jTkthVeEOevn8NyVz7Hkl0tIdaRWKXSamZuJ3WIn1ZHKtX2u5cElD4KCf4z6B7OunkX76Pa8cPULzLpqFlMWT2HJriXsKt5FZm4mAC6vi8mfTa4QX9nObOZunMv/fv4/7ht8X8XuR6DC47YxdyMLty+ssG9sz7Fk/i6zSoFVjUajOZ1xb1+dD8xT/vJk59qP3lWhwFFKyXtgCyFvKdb2nUsH//DYN/PSNg1JjDHFA8TbhYQoIb9clT/Zo4Mj5syYWHO0GV+BD3+Rn/Jd5XgOeqrMF9U9Cvd2IxLn2e/BlmhjyH6RvT4fXaw2bCIVRdHizOYq4mpobBwbPOW8VVTE4JiYWne0uVWIZItxNsFspiAQpKfNzsGAHxG4Zf8+dnrrtnkxJuS1Xfb9k4m+4t21NtcOhgLBH/as+uPHa17V7U0amdNWeOW4cigoL2DOeqNeVuf4zkzoN4HM3EzSs9K5dcGtPHDxA2TmZrJg6wJeHvsy/7j8H0z7ehpPrHiCmaNncqjsEKmOVFw+Fy9mvEiCPYEZK2dUiLZCd2GF5ysSfkyOTa4IYaY6Upk5eiZXv3U1qf9MJddt/IFixcqaO9fw8YSPm/It0mg0mubK18B3vkM7bO6sbxdWPhEsd1G45CXaDL/defmmqd+9PmjX0DZRElv5mt3FobztIXMg9idxfdoOawuA94AX9w438QPjyXmrahQj/vx4ilcVkzMvB+caJ12To32xXpWYaLFwlt3GuyXFDImpskQFLxcU8HhKKr9PSsITUqyqJVcrxmTCE47MukMhQihubdeOcfHxRIuJy+McfF1WWuc3yKYClsvXz+wYyN+8r6bzm/dnvJ25e8Wcms5pGpbTUnhlO7O5K/0uI7w3YBL3fHoPr2e+zh0f3cE1b1/D1K+mVpSHmPjBRFxew4U87etp5JbmklWYxcxVM/nZOz/jqVVPYTPZGH/OeHJKc7i2z7U8v/p5bjj7BvLK85g0YFKF+JqyeAqpjtSKuUe+MZJxc8eR78mvEF1d47uy8s6VOqyo0Wg0teDevjqEUU2/oGzT0oO+w7syAFTQT/5HT+AYOM55U84zGf8anDss1iZRle8t9ij3zw9E/WhpZ3UAmKPNdL2nK4k/TSTl+hTsqXbizqmaLG+ONtPjTz2IOTOG7g92Z/gG5XJYLFwUG0usycyH3XtwuaPmGqoH/H5yAgG8oRBbvB5q2/94tj2K78sNUbbN66GT1QqAKxgi1mTCJsKJZsyZRcmojf/qqnLWVmmuvT9/+w8rt3zy2417VgVPbEZNfXBa1fHKOJBRIWjsZjvPXfkciTGJbM3fSmJMIq9eY2zqGXXGqIpCpn3a96moWp8ck0y76HYAfLbzM+Kscbyw5gW6JnRlaNehfDj+Q5JjkxnadShTFk/hmSue4eyks6vYkOPKYcbKGXx/8HvKAkYyphUrSY4kpo+cXrG2RqPRaGrHvX11WUzPwbOAvxWvfPvrdpf9ql35zowzvTnbVduizaG1bdTIf3gt4g8pHhtpaC9/UAXu2GJa5b066SI2HtEi3lwv0V2jMUWZ2Pv0Xjrd2emo9cyx5oqdjZfsCtZZsNyTmMht+/dRGAgyPC6WwTExfFdWxk6fj4lt21Zcd01CAr/J3s86dzk7fT7OjYpmj89Hb7udWJOJ3xzIZnpK6gm/TyaBy7a91m2537Un0HVE9wJnzsGVWz69fuOeVQ3adFxTO9JQjTbrk4EDB6q1a9ce/8JjkHEggyv/dyWLJhpN1+9Kvwtf0Ic/4Mev/HSI6YAv6MNhd1QUN42UgjhUdoipXxkFfWePnU2qI5WnVj3FC2teoF1UO8oD5Zzd4Wz+Muwv3PLhLbz5szcrEu8d9iPthd7d9C77SvYxd8Nc8jx5AJzV5iyW3r60Yj2NRmMgIuuUUgOPf6XmdCam5+CBwGSxxRQnnDvq8j+WPl1w7wD/RRaTHBXReWxj8Ju3hnbuY21rTTzp9YqDwTn/DolJjp7/VDkc8LPOXc4lsbG1JuGfCp93uHTXR0V5dy3dOP/Lep9cU2dOG49XWqc0Fk1cVFHEtMxXxv6S/fiCPqKt0UweNJl3fnyHmaNnsmTXEl7MeJGpl05l2tfT2FqwleeufI7/rP0PAEt2LeHNH97koaEPsWzPMh64+AEA+qf0p1e7XvRP6c/US6cyY+UMHrj4AVIdqQx5ZQjZrqo5jG3tbVl6+1ItuDQajeYkcW9fvTam5+D/2n3Fv5rmebL49vPlYpNRJb8K6buDP75+bkqn6FMQXQBDvvU7TWJpe/wrT5wOFitXxVsbYmoOBvEs25fx16V71mnR1cQ0SI6XiCSLyIrwa6uILAxXOZ5U21hjkNYpjc7xnZk5eiZWk5VURyp9EvvwwtUv8Or6VxERVuxbwR0f3cGPh39k6ldT+W3abzmj7RkAeINebltwG/d8eg8PD32YR0c8WuEdu3XBreS4cnjh6hcAKkTXjJUzGP3G6CqiK9YSy2vXvMYPv/tBiy6NRqM5RUbI+s2vDczqOOlcGVKT6PoxP3jgnvh2/uju0T1Oda2h2zi6tH0zpygYKHmr4PDvSgqy/tfUtmgaQHiJSFuMpMfIFo/JwDql1MXA9SLiqGWswYmUijhUdoh9zn3kluZy/8X3kxiTSFZBFqPPHM2iHYv45+h/8s4v3sFusfP4isfxBXzc+9m9+AI+3AE35f5yXl3/KulZ6WTmZjJj5YyKPoyRyve+oI/Za2ezYt8KthRuAaCNrQ39k/uz9Lal3Nb/Ni26NBqN5hQZ19va9Y9DrAuu6W0ZWoPm4nBZyHl9UezOuAvi+5/qWjZ3UPVym9ud6jyNSY7ff/jlgsI/7vH7Xl/qcjX/3KLTgIbweAWB8YQ71QPDgXfDr5cDA2sZq4KI3CUia0VkbV5e3ikbFWnRk56VzoyVM/j78L9jEhPPrX6O5Nhk/nzJn/l8x+dcedaVLNqxiOTYZEafOZqdhTu54/w7OLPdmVzX9zpirDFMHjwZm9nG+PfGM/698ewo3MFz3z3HbR/dRmF5IZvyNrE+Z32VmlyT+k+i6M9FuhCqRqPR1BM//4n1rIeG2j4Z0cMyqKbz5X7lm7DDssY8InGw1KTKTpDzMwJOi0jDxAIbgI3l5dtn5h3+/R6/b44WXc2Hes/xUko5ASr9G48l3J0eKASSaxmrPs9sYDYYyfWnaleOKwdvwMvUpVNBQbvodiTFJFHiKeHmD29mf8l+gqEgW/K38PxVzzP5s8lsytvEWe3Pol10O4rLi5m2fBoAuwp3cf/F9zM/MJ8dBTvIKc3B4/fgCXooD5Rz+0e3V6xrxVqlPIT2cmk0Gs2pc9M51n6PXGqf3z/F3LOm8yGl1COZwRVZ3RJi4y1ir481h/0YKgdzQn3M1ZCElAp9Uepa/ZHTOQX4Touu5kVj1PEqBaLDr+PCa9Y01mCkZ6UzZfEUfpv2W2wmG76Qj9998jv2lexjd/Fu9pXsIxAI4Av5aBPVhrOTjB2KXRO68usLfs1vFv6G3LJcbGJDEEKhEM9+9yx3nH8HnRI6YcJEkbeI8sCRHl/t7O0Y23Msu/5vF6mOE98CrNFoNJqaufN824WPXGpfWJvoAvh8Z/CL2QdM24u/Lfmh+JvieSF/yFPbtXVBAiH6lTR/0eUJhTz/LSr64COn8+alLte3WnQ1PxqsnISILFNKDReRR4DNSqn3ReQN4CVgVPUxpdSq2uY6lXIS6VnpTJw/keS4ZFLiUip2IP7h8z/gD/q5ps81xNvjeWrVU9x1wV288v0r9Gxn/F/eXridKHMUBZ4C2trb8vSVT7OraBfzN8/HH/JjM9vYWbgTT7Dq/+fOcZ359lffMmH+BLwBL3aLnbnXzdXeLo3mBNDlJDQ18bs02+V/vMj+xhltTbX+RbshN7hl6lLv0GUx0WbgHqCLtb21OPGqxKttibZeJ7PueWu8roe/NDdKPvLJkuP3H3qzqOi/e/y+J5a6XEVNbY+mZhqjnMQbwKciMhToC6zGCDNWH6t3sp3ZzFg5g/ioeGKtsTxw8QNGfa2QzwgtqiDPrX4Om9gIYHSMD6og9114HwCPr3icbGc2MZYYSrwl/HXpX8kvz6dDbAesYiWvLO8o0XXf4Pt49spnASp2PIIOMWo0Gs2pMq63dWiCnUlxtloLwHPAGcqbvc53/cfb/AUA8QPiHweu8Rf4r8p5K+ezNpe02ezo77jSZDFF1TZHTQzdEHJD8xRe5aGQe7HLtf7zUtfLwLylLleL23l5OtFgwkspNTz8fa+IXA5cAjyilAoCNY3VO53jOzNpwCTu/PhO4u1G13e7xU6PuB5syduCP+THggWTycQvev+Cl9a+hCfo4aEvH6LEW4JFLPgCPoIY5h1wHsBqsRr5YsGqzUpjzDGU/aXsqPU1Go2mpSEiFqVUoJZz5ob6nV1tnVilVFm1YWuJF//DX3rnPjHKflNiTFWvl8ur3HPW++76V4Zvc2TMud7pAd6JHxD/PfCr4m+Ki8u2lr3UflT7y+wp9nPqas/5+eaYU3qgBiCklNrgKd/ybnHxkpJQ6GVgkw4tNn9Oi8r1r2e+DsCc9XPo2a4nczLnEG+Lx+lzkhidiMvrQqHwhWr+I8EsZoLh3zNJUUkVVecjx2P7jK1oN6TRaOoHHWpsOkTkNaArYAe6AXvD37dh/MF+DZAE9MTI120PpABnAh2AX0REk4gMATIBD2BRSvnD4wLYlFLe8PEV4XmnK6UOiMhcYKpSamfErnG9rQKMBa5vHy2HH7/M/otUh6krQCCkgq987//rp9sDj3+8zV/xwVZZwMUPiI8Or3EF4InpHWNtM6TNKGsba7djvR9n/ehzP77Q1KyEV47fn/tuSfGqbV7vHGDJUpfLe9ybNM2CVi+80rPSmbp0KjsKdpAYk0hyXDIOqwOX30VWQRblgXL8QT9BFawQY9UxY8boFX/kvYqzxDHrp7O4rf9tJ/tYGo3mGGjh1XSISEeMsj+rgD8CT4W/zwfigYVAH+A8jJ3pI4ECYLZSqliOtNM5A7gd+CnwPjAJQ8zZgA2AUyn1cxGJAS4CEoFfAQKcC6wHOiml+kYEXK924unR1vRTm1luiLVyaNpI+5gu8aY+n2wPvP16pv+XC7MCIzHE1d+UUodrEnDxA+I7AzeE7Xc6+jvaOPo7htYmwG5/o/zwVQetHU71fT1VlFJk+/17vi4r3bnK7f4IeHupy3Xq9ZY0jUqrbhmUcSCDWz68BYfNQWJMIofdh/EEPOSW5XJe0nkUeYqIMkdVeLNcvpp7hkZCjRGSopI4/ODhBrdfo9FomojDwM3At9XGf4YhwkZiCLFIOLIrEAKGhUsJWYBngf0Y3rInMOo1/odq4izsXTsT6Aj4gT0YO91NQBmwK7xGZ+DvWYVqclZhcIrNTEy0hcs+3RFQHWLk4E+SzL9emBWwYtSSfAvwiMhXGAIuUUQ6K6X6AjjXO7PjB8Q/A/QCfuHKdMW5Ml2LontEE39BfJo91d5PzEfqdQ3OMTVp7S6/Ut4fPZ6sxS5n1l6/fyOGANZhxRZKqxZeAJMHTWba8mm0sbchEAjgMRnJ8BvyNgBUSY6v7NGqiRhzDDf2u5H9zv1kO7N1DpdGo2mtTMLwSr2JEWLsz5FQ45vAnzC8WG+Hx0wYIuwHDDEzEbgU+DeG8NkInB++7lERcWF4tbIBL4ZXrDPwOvBP4DHgU+AO4HMRuRkYANwCFCqlRgCM623tC4wPhtTLC7MCZRjliS4DisO2XAssVEqNFpH0yg/oXO9UwLb4AfHTMYTfqPLd5YPKd5dvMMeZlycMTugTk2pP6+I0xbVT5gbpzXg8igKBw6vL3TuWuFzb3Up9DSwF9mrB1bJptaHGjAMZjPzvSGItsRxyHzqhe+0mO97QkXB5lDmKfkn9WPPrNQBadGk0jYAONTYdIvI88IFSalkN5wTjsyMkIvkY+VudMDxeOcAApVT78LVm4GMgC+iNkf9VBhwCJiql/CLyCpCLIbJCGLlgCsMxsBF4EUN0XQfcieFJiwVSgUgSvQlYpJSaISJnA88ATwK/B55XSi0RkWXAy0AfpdTUmp47fkB8O4yQ5xVAbEqhOvtMn7lonNkR6Gm39Uy2WHs0ZOV6v1LeXL9//2avJzfD7c45GAgcxBCgq5e6XCUNta6mcWm1Hq9DZYcIBAMc9p14SLCy6EpLSeODmz6oIrS06NJoNK2cGIzcraNQxl/rKizAioB0DLESANYAZ4mIVSnlV0oFReRCDK9XKdAGiMLwTH0hIp0wygltBrZjlBcqxRBofsAM/A6wYoipg0qpYSJyI9BbKfX3yraFc8UewhBxU4BFQESwzMAIib5c20M71zsLgfT4AfGfAWeYQ4x1lwa7v0txHHDYJvLl2faouO42W3yK1ZLU3mxJamM2d4gWSTiRjkQhpUIepVxloVCJMxh07fP7ijZ5PIVbvd7CkGHvGowcuG3LSksHYngHEZERwEqMTQruOi+oaVa0SuGV7czm3s/uJc4Wh6f8+MWKrVjx468yZsHChzd9yJheYxrKTI1Go2muDMAQQsfCilGcNAh0B3zAj8CvMQSTPyzOAsBWDJEWEWe/B64HPgESMPK4POFzfcPX+cP33Bb2jCUDjwB3YwizUWEhAkYCfk+M8GYShpdMMDxXIiK7MLxp1vBa+471YM71zmD4+Z8e4XAIhnett0+pn6z3lHdf7ykPAPnh55IYMfl62m2OBLM5yiJisiJiETFZBJNFxGQCqysUCh4OBDw5fr/3UCBQGjK8egKUA5swQqN7gIOVQ4kiMgu4CSN8+mj4mT4VkV8qpY75HJrmSasUXu9uepfdxbvrfH110TWp/yT+PuLv2rOl0WhOO0TkEiBfKVV+nEtvwsi5CgBdMITNuRhhv74YHiorRlhxAUbpicrirBtGMe22GF6vJzB2Pj6LsdswFyN/7FsRmY0h0JwASqnngefD9rYBPg+PfwZ8Fg5xvoRR6sKNIVpuj5SyOBHCIuhg+GspwAiHw4axAzMJSHGr0JkbPJ54jM9Ua/h75a9SjA0LueGvkkpfRbXlbInIICBPKbUjPBTCEGp/CK+jaYG0SuHVq/2JdYQwYyZIkFHdR/H4qMcrGlprNBrNaYgP+NuxLggLglswvFSRe0Ic2eV4tYh8j5G0noRRe6uyODsHo6zEPzAS98cAd2F4tP6K4flZppR6QUQ+CZ8bDfymBnO6YAi4SP7ZxRieoQ+ArzG8bw6OCLjPlFL76/pm1ES4MnxEjG04lbmOwyPA4fB7YMd4774InzOJyO+VUj804PqaBqDVCa9sZza3fHDLca+LJNBHvifYEnjtZ69pL5dGozmtUUqtqeM1o451TVicTQDWhYcqi7MfMDw2sRglJiZieKY6Y4iwgcAIEbkJQ3w8gpHAX2WXlYi8DIwAIsnyEQE3WSm1SUQmYeRDzaok4FIwylw0a0TkGoydpQDjwvlya4FvgGXACoz3U9PCaHXCKzM3s9Z6XGB4twDax7bnoOsgneI7Mbb3WP540R+16NJoNJp6oi7irBLfVDteg1GKojI1/UV9H1AeTvhHKbUQo7hrxIY5lV7vwiiD0VLwA/8H3B8WXXaMMC4AjdG2SdMwmI5/SctiTK8xjOg2osZz7aLaYbPY6J3Ym5fGvETPdj15+/q3efbKZ7Xo0mg0mhaGUsodEV2tDaXUpxzZkQlwOUYlf00Lp9V5vLKd2XhDXtrY21DsLSYpOgmTycRPe/6UHw//iC/oY/bY2aR1SqN/Sn8tuDQajUbTErgXwwvYHyraOtmUUnua0ijNidPqPF6d4zszc/RMeif2pn9Kf+ZcO4duCd3YXridF65+gYUTFlYkz2vRpdFoNJpmTKR+1wMYOW4fY+yQHI6R1zaxySzTnDStzuMFkNYpjfdveB8wxFX/lP4VrzUajUajaSFYMQrOng1MCHcLeAUYh1FDbEFTGqc5OVql8AJ0pXmNRqPRtGjCGwJurDZWDPy3aSzS1AdNGmoUkVdF5FsR+UtT2qHRaDQajUbTGDSZ8BKRnwNmpdQQ4AwR6dlUtmg0Go1Go9E0Bk3p8RoOvBt+vRi4pPJJEblLRNaKyNq8vLzGtk2j0Wg0Go2m3mnKHK9Ywm0egELg/MonlVKzgdkAIpInInvrMGciRuPSlox+hqanpdsPreMZeje1ARqNRlPfNKXwKsVoYAoQxzG8b0qppLpMKCJrlVID68G2JkM/Q9PT0u2H1vMMTW2DRqPR1DdNGWpcx5Hw4nkYTVE1Go1Go9FoWi1N6fFaAKwIV9+9CriwCW3RaDQajUajaXCazOOllHJiJNh/B4xQSpUc+446Mbse5mhq9DM0PS3dftDPoNFoNM0SaaX9RTUajUaj0WiaHa2uV6NGo9FoNBpNc0ULL81pi4i0E5HLRSSxqW3RaDQazelBqxFeLa39kIgki8iK8GuriCwUkZUiMqm2seaEiCSIyGcislhEPhQRW00/g+b6cxGRtkA6MAhYKiJJLcn+yoT/La0Pv24xzyAiFhHZJyLLwl/9ROTvIpIhIv+qdN1RYxqNRtNSaRXCq6W1Hwp/6L+BUUQWYDKwTil1MXC9iDhqGWtOTASeVkqNBnIxGrlW+Rk085/LucAflFLTgc+BkbQs+yvzFBBdk73N/BnOBeYppYYrpYYDNowSM4OAwyIySkQuqD7WZNZqNBpNPdAqhBfHaT/UDAkC4wFn+Hg4R+xfDgysZazZoJT6t1Lqi/BhEnAzR/8Mhtcw1ixQSn2tlPpORIZhfKhfQQuyP4KIjATKMMTvcFrWM1wIjBGRNSLyKnAZMF8ZO34+B4YCl9YwptFoNC2W1iK8qrcfSm5CW46LUspZrXxGTfa3iGcSkSFAW2A/LewZREQwBHARoGh59tuAqcCfwkMt7d9RBjBKKTUIsGJ0smhJ9ms0Gs0J01qEV53bDzVTarK/2T+TiLQDZgGTaIHPoAzuBn4ALqKF2Y8huP6tlCoOH7e0n8EPSqmc8Ou1tDz7NRqN5oRpLb/EWnr7oZrsb9bPFPa2vAf8WSm1lxb2DCLyoIj8MnzYBniSFmR/mFHA3SKyDOgPjKVlPcObInKeiJiBazG8Wy3Jfo1GozlhWkUBVRGJB1YAXxJuP1RPlfAbFBFZppQaLiLdgE+BJRielwuBztXHlFLBJjO2GiLyW+BxYEN46DXgD1T6GWCE75rlzyW8weFdwA78CPwZI5euRdhfnbD4Gkc1e2nGzyAi5wBzAQE+xgibrsDwfl0Z/tpbfUwptbtJDNZoNJp6oFUIL6j4IL0cWK6Uym1qe06UcM/KS4DPIx+MNY01Z2r6GbSkn0tLtx9a/jOISDTwU+B7pdSu2sY0Go2mpdJqhJdGo9FoNBpNc6e15HhpNBqNRqPRNHu08NJoNBqNRqNpJLTw0mg0Go1Go2kkLE1tgOb0QkT+hlG0NA/wY1TxL1ZK3SAibwMe4D7gbcCMUZV9vFLKV8NcFmBX+AtgslJqY4M/hEaj0Wg0J4n2eGmagulKqWEYJSgKMOozUel79T6QV9YyT5Vef1p0aTQajaa5o4WXpilpi+H98olIewwPWE19IA/Xcn+VXn9hD5hGo9FoNM0WLbw0TcHDIrIcQzh9hFGEdTxHirECR/pAKqW+q2We6r3+rm44kzUajUajOXW08NI0BdOVUsOUUhOBEuB74Lbwd+CoPpC1Ub3XX8+GMVej0Wg0mvpBCy9Nc+B7IC38vaY+kLVRvdffhmNcq9FoNBpNk6OFl6Y5sAfIwujLB3AHcD5GSHKZiIwXkb4i8li1+x4F3gQygW+VUksay2CNRqPRaE4G3TJIo9FoNBqNppHQHi+NRqPRaDSaRkILL41Go9FoNJpGQgsvjUaj0Wg0mkZCCy+NRqPRaDSaRkILL41Go9FoNJpGQgsvjUaj0Wg0mkbi/wF9akjsxz8OLQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(action = 'ignore')\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.subplot(2,2,1)\n",
    "plt.plot(AQI_mean,color='black',linestyle='-',linewidth=0.5)\n",
    "plt.title('各年AQI均值折线图')\n",
    "plt.xticks([0,1,2,3,4,5,6],['2014','2015','2016','2017','2018','2019'])\n",
    "plt.subplot(2,2,2)\n",
    "plt.hist(data['AQI'],bins=20)\n",
    "plt.title('AQI直方图')\n",
    "plt.subplot(2,2,3)\n",
    "plt.scatter(data['PM2.5'],data['AQI'],s=0.5,c='green',marker='.')\n",
    "plt.title('PM2.5与AQI散点图')\n",
    "plt.xlabel('PM2.5')\n",
    "plt.ylabel('AQI')\n",
    "plt.subplot(2,2,4)\n",
    "tmp=pd.value_counts(data['质量等级'],sort=False)  #等同：tmp=data['质量等级'].value_counts()\n",
    "share=tmp/sum(tmp)\n",
    "labels=tmp.index\n",
    "explode = [0, 0.2, 0, 0, 0,0.2,0]\n",
    "plt.pie(share, explode = explode,labels = labels, autopct = '%3.1f%%',startangle = 180, shadow = True)\n",
    "plt.title('空气质量整体情况的饼图')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "代码说明：\n",
    "（1）第1，2行：导入warnings模块，并指定忽略代码运行过程中的警告信息。\n",
    "（2）第4行：subplot(2,2,1)表示将绘图区域分成2行2列4个单元，且下一副图将在第1个单元显示。\n",
    "（3）第8行：subplot(2,2,2)表示将绘图区域分成2行2列4个单元，且下一副图将在第2个单元显示。\n",
    "（4）第9行：利用hist()绘制AQI的直方图，图中包含20个柱形条，即将数据分成20组。\n",
    "（5）第12行：利用scatter()绘制PM2.5和AQI的散点图。并指定点的大小（s），颜色（c）和形状（marker）。\n",
    "（6）第21行：利用pie()绘制饼图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IIlL3hgGnm9k0oA9wMBsOx9AQDZF6QCvXZ6gBAwaw55578sADD/Dkk09y9tln0759+7jDEpE64O6DEo+j5OsQYLqZdQIOBPYEPEWZiGQZJV4ZLDc3lzFjxvDDDz9wyy230KZNG0499VTy8/PjDk1E6khimIaZDQGGA9cnegZSlYlIdsnYMQKyTmL5iaFDh3L++efz4osvxh2SiNQxd/8+Go4xv7oyEckuSryySK9evbjppptYtmwZY8eO5bPPPos7JBEREdkE6mrMMmbGoYceygEHHMDkyZNZtWoVZ555ppafEBERyQJKvLJUYWEh5557LqWlpVx11VXssssujBo1SstPiIiIZDB1NWa54uJirr/+eoqLiznrrLN466234g5JREREqqDEq54YOHAgN910E7NmzWL8+PHoViEiIiKZR12N9Uhubi4nnXQS33//PTfffDMdOnTg5JNP1vITIiIiGUItXvVQq1atuPLKKxk0aBDnnXceU6dOjTskERERQYlXvbbjjjty8803M2/ePG677Tbcdb9cERGROCnxqufMjOOPP55ddtmFSy65hDVr1sQdkoiISIOlxKuB2HvvvfnZz37G2LFjWbRIdxoRERGJgxKvBqRHjx5cccUVXHzxxXzxxRdxhyMiItLgKPFqYNq0acOkSZOYPHkyb775ZtzhiIiINChKvBqgRo0aMXHiRF5++WWeeuqpuMMREcDMWpvZcDNrG3csIlJ3lHg1UGbGeeedx8qVKzXjUSRmZtYKmALsDvzTzNqZ2b1m9pqZXZK03wZlIpJdlHg1cMcccwx9+vTRjEeRePUGxrr7NcDzwFAg1937A93NrMTMDq9cFmO8IrKZ6iTxMrMOZjY96fn2ZvZM0vOWZvaymb1iZgfWRQxScwMHDuTEE0/UjEeRmLj7S+7+upkNIrR67Q88Fm1+AdgbGJKibANmdoqZzTSzmbp1mEjmqfXEK2oyfwBoEj3/EfBroEXSblcB9wGDgAvMzGo7Dtk0JSUlmvEoEqOoHjwa+B5wYF606TugA6FOrVy2AXe/2937unvfdu3a1W3QIrLJ6qLFq5xQeSyOni8BflJpn0HAE+5eDnwIdKt8El21pV/yjMcZM2bEHY5Ig+LB6cA7wF5AUbSpKaGuXpqiTESyTK1/cd19sbsvSnq+wN1XVdqtzN2XRo9TXrnpqi0eiRmP06ZN04xHkTQxswvN7IToaUtgAuu6EncG5gCzUpSJSJaJ64qpPOmxrtwyjJlx/vnns2LFCs14FEmPu4HjzexlIBd4Ono+CTgK+GsVZSKSZfJiet33zKyvu88kXLlNjCkOqcbo0aN5+eWXueSSS7jyyivJy4vr10WkfnP374HhyWVmNiQquz7Ri5CqLNt1G1ez/HHOhIPqOBKR9IirpelO4F4zuxtY4u7zNnaAxGPQoEFrZzwuXrx44weISK1w9+/d/TF3n19dmYhklzpLvNx9SFXP3X0GYcD9C2w48F4yTElJCZdffjkXXXQRX375ZdzhiIiIZK3Yxla5+yfu/kSKgfeSgRIzHm+77TZmzpwZdzgiIiJZSYN2pMYaNWrE9ddfzw033EBpaSmHHnpo3CGJSC2o6TgrEdlymk0omyQx43H58uXcfvvtmvEoIiKyCZR4yWYZPXo0vXv35tJLL6WsrCzucERERLKCEi/ZbIMGDeKEE07gnHPO0YxHERGRGlDiJVukZ8+emvEoIiJSQ0q8ZIu1bdtWMx5FRERqQLMapVYkZjz++te/Zt68eYwcOTLukESkHtEK91JfqMVLao2ZccEFF7Bs2TImT56sGY8iIiKVKPGSWjd69Gh23HFHLrvsMs14FBERSaLES+rE4MGDOf7443WPRxERkSRKvKTO9OzZk8suu4yLLrqIuXPnxh2OiIhI7JR4SZ1KzHi89dZbmTVrVtzhiGQkM2thZn8zsxfM7CkzKzCze83sNTO7JGm/DcpEJLso8ZI6l5jx+I9//IM///nPcYcjkomOBSa5+37AfGAUkOvu/YHuZlZiZodXLosxXhHZTEq8JC0SMx6XLFnCb3/727jDEcko7n6Hu78YPW0HHAc8Fj1/AdgbGJKibANmdoqZzTSzmQsXLqy7oEVksyjxkrQ69thjadOmDb/73e/iDkUk45hZf6AVMBeYFxV/B3QAmqQo24C73+3ufd29b7t27eo4YhHZVEq8JO0OP/xwCgoK+MMf/hB3KCIZw8xaA7cBY4ClQFG0qSmhrk5VJiJZRl9cicWxxx7L0qVLeeaZZ+IORSR2ZlYAPA5c5O5fALNY15W4MzCnijIRyTJ1cssgM+sAPOHuA80sH/gT0Bq4193vS1VWF3FIZjvppJO4/fbbeeGFF9hvv/3iDkckTj8HdgXGm9l44HfA8WbWCTgQ2BNwYHqlMqlEtxaSTFfrLV5m1gp4gDAeAeCXwCx3HwAcYWbNqiiTBuiMM87g7bffZvr06XGHIhIbd7/T3Vu5+5Do5wHCYPrXgX3cfZG7L65cFl/EIrK56qKrsRw4GkgsVz6EdTNxXgb6VlEmDdR5553HtGnTmDFjRtyhiGQMd//e3R9z9/nVlYlIdqn1xMvdF1e6Eks1E2ejs3M0JbrhMDMuueQSnnnmGd555524wxEREakz6Rhcv1mzczQlumExM6666ioeeughPvroo7jDERERqRPpSLw0O0dqJCcnh2uvvZY777yTOXPmxB2OiIhIrUtH4vUAcKWZ3QL0At6ookyEvLw8Jk6cyKRJk/jqq6/iDkdERKRW1Vni5e5Don+/AIYDrwDD3L08VVldxSHZp6CggIkTJ3Lttdei8X0iIlKfpGUBVXf/KpqJs6i6MpGEoqIirrvuOq644gp++OGHuMMRERGpFVq5XjJWs2bNuPrqqxk/fjxLly6NOxwREZEtpsRLMlqrVq244oorGDduHCtWrIg7HBERkS2ixEsyXrt27bjooou48MILWb16ddzhiIiIbDYlXpIVOnfuzNixYxk3bhxlZWVxhyMiIrJZlHhJ1ujWrRunnnoqF198MRUVFXGHIyIissmUeElW2XbbbTnuuOO47LLLcPe4wxEREdkkSrwk6/Tu3ZuRI0dy9dVXK/kSEZGskhd3ACKbo1+/fqxYsYIbb7yR8847L+5wRGqFmXUAnnD3gWaWD/wJaA3c6+73pSqLMdys1m3cX2u035wJB9VxJNLQqMVLstagQYPo3bs3kydPjjsUkS1mZq0It1NrEhX9Epjl7gOAI8ysWRVlIpJFlHhJVttvv/0oLi7mvvt04S9Zrxw4GlgcPR8CPBY9fhnoW0XZeszsFDObaWYzdcstkcyjxEuy3siRI2ncuDGPPvpo3KGIbDZ3X1zpFmpNgHnR4++ADlWUVT7P3e7e1937tmvXri5DFpHNoMRL6oVRo0axatUqnnrqqbhDEaktS4Gi6HFTQn2dqkxEsoi+tFJvnHjiicyfP5/nnnsu7lBEasMsYO/o8c7AnCrKRCSLaFaj1CunnXYakyZNoqioiMGDB8cdjsiWeAB41swGAr2ANwjdjJXLRCSLKPGSeuecc87huuuuo7CwkD322CPucEQ2ibsPif79wsyGE1q4LnP3ciBVmdQhLTshtU1djVLvmBkXXXQRzz77LG+//Xbc4YhsNnf/yt0fSx50n6pMRLKHEi+pl8yMyy+/nEcffZQPPvgg7nBEREQAJV5Sj+Xk5HDNNddwzz338Nlnn8UdjoiISN0nXma2jZn91cymm9mNUdm9ZvaamV1S168vDVtubi7XXXcdt956K6WlpXGHIyIiDVw6WrwmAr9y94FAsZkdDuS6e3+gu5mVpCEGacDy8/OZMGECEydOZMGCBXGHIyIiDVg6Eq+ewL+jxwuAG1l3y4sXWLcmzXp02wupTYWFhUyYMIErr7yS7777Lu5wRESkgUpH4vUEcLmZHQwcAExlI7e8AN32QmpfkyZNuPbaa7n00ktZsmRJ3OGIiEgDVOeJl7tfDfwNOImwIKBueSGxadGiBVdeeSUXXXQRy5cvjzscERFpYNKV9MwGugKT0C0vJGZt27Zl/PjxjBs3jlWrVsUdjoiINCDpWrn+fGCSuy83s6eB6WbWCTgQ2DNNMYis1bFjR84991wuvPBCLr74YgoKCsjLyyMvL4/8/HxycnIws7jDFJEsURcr3GvV/PopLYmXu1+e9HixmQ0BhgPXa/VlicvWW2/NmWeeyeOPP05ZWRlr1qxZ+295efrvxGJmNG3alHPPPTftry0i6VHTZErqr1ju1eju37NuZqNIbLp3787pp58edxgAVFRUUFZWFncYIiJShzSwXSRD5OTkUFBQEHcYIiJSh2Jp8RIREZHaEVf3pcaWbR61eImIZBHdck0ku6nFS0QkSyTfcs3M7jOzEnf/OO64pGFqiBMFaqOVz9y9FkKpW2a2EPhiI7u1Bb5JQzg1pXiqlkmxgOKpzrbu3izuICQws1uB59z9WTMbBRS5++8q7XMKcEr0dFvgWzLn92ljMul3vzqKs/ZlS6w1jXNrd095252saPGqKvhkZjbT3fumI56aUDxVy6RYQPFUx8xmxh2DrKcJ699ybdfKO7j73cDdieeZ9Pu0MdkSq+KsfdkSa23EqTFeIiLZQ7dcE8ly+tKKiGQP3XJNJMtlRVdjDd298V3SSvFULZNiAcVTnUyKRWBzbrmWTf+H2RKr4qx92RLrFseZFYPrRUQkMLNWhFuuvezu8+OOR0Q2jRIvERERkTTRGC8REZEsZmatzWy4mbWNOxbZuKxIvMyshZn9zcxeMLOnzKwg1erNZtbBzKanOH5HM3sxzljMrLOZlZrZtOhno0tk1GU8SeV/MbM+tRHLlsRjZlcmfTYfmNlFMcbS3cz+YWazzezSLY2jFuLZ1cz+bmavmNm5tRWP1H+Zusp98u+4meVH9dArZjamqrIYYqzp9zXWzzjqep4C7A7808zaZWKcSXF0MLO3qoopE+I0szwz+zLpb9JO0d+oGWY2OWm/DcpqIisSL+BYYJK77wfMB0YRrd4MdDezkuiX7wHCOjdrmZkBk4D8mGPZA7jG3YdEPwtjjgczOxb41N1n11Ismx2Pu1+e+GyAd4HfxxULcAZwmbv3AfavrSR5C+K5DfgZYTbbT8xsm1qKR+oxS1rlnuj3K+6YYG2ikPw7/ktglrsPAI4ws2ZVlKVbTb6vmfAZ9wbGuvs1wPPA0AyNM+EGoChVTBkUZ2/g0aS/SQWE+nd3YIGZDTOz3SqX1fTkWZF4ufsd7p5osWoHHAc8Fj1/gfDmy4GjgcWVDv8Z8M8MiGVP4CQz+7eZXRt3PGbWGrgR+N7M9ok7nqS4+gGl7j6v8rY0xvIt0NvMOgCNgB+2NJYtjKe1u8/1MCDzW6B5bcQj9d4QNvz9ygSVf8eHsC7Ol4G+VZSlVQ2/r0NSlKWVu7/k7q+b2SBCErB/JsYJYGZDgWWERDZVTKnK4rAnMMLM3jSze4F9gSejOvh5YCAwOEVZjWRF4pVgZv2BVsBc1l+9uYO7L3b3RZX2b0P4stwQdyzA3wi/VP2A/mbWO+Z4zgEeB34DnGBmh8QcT8JZhBaeOGN5jvDFOxOYCpTFHM8rZnaGmY0GugHv1GY8Um9VXuW+Q4yxrJXidzxVnBkTe3XfVzIkzqhn52jge8BTxBR7nGZWAFwKjIuKMvn/fQYwzN13J/SWFaWIa7NjzZrEK2qhuQ0YQ81Xb54AXOTuazIgllfdfYm7lwNvAbXWhLqZ8ewCTI6moz9GSArjjAczawm0d/dPY45lHHCiu4+P9h8eczynAh8QukAnuqYiS81kyyr3qeLMiNhr8H3NiDg9OJ1wUbZXipgyIc5xwB3unuhByNjPE3jH3b+OHs+klmPN1C/ieqJM+XFCEvUFNV+9eTAw0cymAX3M7OoYY3nezDqaWWNgP8I4pi22BfF8AnSPHvdl4zchr+t4AEYCz9ZGHFsYyzZAFzMrJNwLr1YSnc2NJ0rWP4yePlwbsUiDkC2r3KeKM/bYa/h9zYQ4LzSzE6KnLQkNDhkXJzAMOD3x9xg4OEVMmRAnwINmtrOZ5QKHElq3ai9Wd8/4H+A0QhPqtOjnp8DbhEHz7wMtkvadVsU5UpanKxZgH0KrxaNV1QsAACAASURBVDvAGXF/NkAnQpLzCvAi0Czu/yvgEWDXDPhsDgI+A5YAjxIGe8b92TwADKytz0Y/9f+HMBYw5e9XJvwkfseBrYH3gFsIXTy5qcpiiG+j39dM+IwJ3aAvEsbC3RHFlXFxVv6/TxVTpsQJ7Ej4W/0f4BpCI9Ur0e/jh4SL8w3Kanr+rF1A1TJo9eZMikXxZE8smRiP1C/Z8vtl4RZIewPPezT+K1VZ3FJ9npn4GSvO2mdmRYSL8n+7+2dVldXoXNmaeImIiIhkm6wY4yUiIiJSHyjxEhEREUkTJV4iIiIiaaLES0RERCRNlHiJiIiIpIkSLxEREZE0UeIlIiIikiZKvERERETSRImXiIiISJoo8RIRERFJEyVeIiIiImmixEtEREQkTZR4iYiIiKSJEi8RERGRNFHiJSIiIpImSrxERERE0kSJl4iIiEiaKPESERERSRMlXiIiIiJposRLREREJE2UeImIiIikiRIvERERWY+ZWYqyvDhiqW+UeEm1zOxQMzslza+ZZ2afRo+/MrOi6PHxZnZHDY5/3cyG1nWcIpI+ZnaSmQ2sZnuBmf3bzLpswWsUmNkOZnaameVu7nmSzveFmXVIer6/mf22in3PNLMzkp7vbWaPVXPut81sazNrYmbFZraVmU02s3Ojx10TidJmJkx7mtmLlcpeMrNdq4hnaNLr5ZrZz80sJ3p+vJlttRkx1EvKXrOAmZ0I3AksBsqB24GewE+A5kBbYAFwpbtfYWbjgIsAB37l7jdWc+4c4HtgRVT0ubv3T9plV2BJFcfmArnuvjqp7FXgEXe/PansMuAMYBVwprs/lbTtfuB1d78rel4c7dvczK4GGgNXmdl44EDgyao/qbVWAmsqvce8RJxm9m/C7/7q1IcD0MXdO1SzXUTSqyUwCphexfaTgB7AdSkaa/KAJ9z9CVjbmjMNyI+25QHtgW+BOYT6dHvg3cQJzOzvQDPW1ZUJRcAid98v2q8XcBihrm4CnG5mq4B/AocDb0X75QA57l4WnWd/4IGk864mqR5LYXG0z/bAydG+uwPbAtsAjYDx0Xt5zswmu/tTUeK3L/Bd0rm2BUa6+9Sksp2AV5Lef0vC35q3KgdiZu2Bh4DtgMXuXm5mJwCLzexpYALwfNL+DboOVuKVPZ5x91Fm1pbwZfgCaAp0JXzJADCz/sAxwC5AIfC6mT3m7nOrOG9PQuKzfxXbOwN7m9nRKbblEirBM6PXbgr0A/5HSA4xs+HAGMKXuCvwoplNc/fvq3i974EngCOif8cAfwIqgKFADzO7MHrtS9392SrO81szWxo9zgH+TaiYIVRQh7v7HDPbC7gU+LG7exRzHqHyFZGYmNlcUiQfZvZB9LAAKHD34qg15VJC8pKqrssHFiWeuLtHLTft3H1ldN77gYfc/e9VhLSKkHilkhzjSkIdWB6Vz4/eRxFwJLCtmf2SkJRdDDxkZm2AwcBxZpbv7msIdZ4nve9EOWb2m+j844G/AXsQErH2UYyFwFfuviA6/HLgGTObHcV0mbs/lHTuaax/sfoXQl2+wswOBa4mXOS3BD6OEtut3L1pdMhxwJfA/5nZ98B9hP+PNoQL5sdZP9Fr0HWwEq8s4+7fmNkU4P+AT4EdCInXp9Euy4HR7v4ZgJnNATqRujKCkKDNruYltwGOdvfq9kkYDDwL9DezHHevAA4BHnX3/wH/M7P/AvsQkqlU9iNcLbYBziZ82c8AXiBUJLub2T3APe7+ejWxnOTu/6piW6LyagH8lnAFO8PMtgMuBH4DlFVxrIikRzmhZaYbIcF6AcDMBgBvA8XAC2ZWADwM3EFIZFqTlLAQErS/uvuVKc7/eNQ1WRa9Tn8zWwIYoe7Zzd0XR/vPJNQdKyudp5CQ2AHg7p+Z2ZvAzYS/sZ2AQ6PjSwlJyuWEi+kp0WHHR9t2BSaZWQWwc3i7NoSQvOVFXa2FQK8o/jmE+vSXUWynRuf5K5BjZj3c/RN3fyXqNSgnJHSpJH9mPwK2c/cfop6HZsBPgUHu/iEhsMRwkKbA6dF72jGKbTDhQnkFocdkG2CImQ1x9x9o4HWwEq/sZIQvz7usS7zeBXD3t9fuZNYJ6EJSc3kKuwBHm9lPgW+Ak939taTtJdT8ymNf4DmgFaECmQl0B/6StM/cqKwqswiVzK3R89sJTeY3ReeFcNW1MPkgM3sF6AAkWrluj67KioDv3X3PSq+TG8X1HaHV7nVCi9idaOyjSCY4OfoZA/yKkGTlAscSWsOfIrQg5QCPAvdFF3sbFXU1Vrj7wUll95OixStq8TmX0GJWOelKyDez6cDZ7j4LeCeKuy3wC0IdfClh6MQLwMeE5Agza0SUOLn7P4CdzWwYcD0hGZrn7ockxdM3Ov8OhO69PYCjCEnVIkKSNCr6XP4FfALg7r+Jjq9q7FpyvVf5cxwcThGSrkr7HEFIehcAfweWuftrUcL2CaFL9yF337vSORtsHazEK8tEY6AOAaYC7xO+fFsDb6bY/RrgN+6+rJpT/o+QbL1gZkcQrj52jF4rH/ga+HuKMRMQEr6x7p4YlzAUuIdwhbcvIfEqJDTRJ6wkJEMpufuXZrY/8HPCFU8u8DIwBdjfzJoQuiwXVjp0FaGVa1pyoZn1YV0Sl6ycUNl9Q6iczgYOcveKxIBQEYlH1Ip1LaGe287dFwG4ezmhO2s8YYjDxYQW8m+BWWaWqq5rBIxPtJhFGgOroovT1wlJQwtgVzNbTeiyGxq1Fj0NPB21tH9LaK1JjD36H6G1q7W7j4xizwV+T0i8CoGPCF1tLYFxhDFS3YFbzexa4ADgz4QuuYQzgccIdXE3M9s56aI6nzBeaofoM3nGzEYThoUkm+zuawfnRy1THYGvgKvN7HpCa1QbwsV1VUklhL8v95jZve7+86gskXj9npAgfk1ohSyv6iRJPSHQgOtgJV7ZY6SZzQeWAZMI/e+fAHsTmtLXG/BpZgdG2/pUd9Lkgffu/oSZ3WFm7d19QTSeYPeqjjWzZwlXbkRjz3YgVJQFhKRrIqHrszAppkaVY02hNeEqaQowkDDI8kIza01I6JolNf8nbOoXtQtwRfT4EcK4uVPN7G5C16aIxMTdV5vZHsAbwI/NrPIf81zg00SyQ2j9eooUzOz3JHUFRloTxkSVAd+5e18LM6G/cfd3orFQlVt9diUkJ6tZl+TMIxprlrTfcEI9dTpwNKFVqlG0z5OEJKYJoW79BniQ8Lf4wCje4whJ4N8JidcFwO/NbHhULye6XMcmvebOhG7GxOd0OKG1Ldm5hDFtZ0SD/VcTWuKOc/cTU3x006PPfStgnLv/y8xuMLP93X3tQPlEImVmZe5eZmYjzWxi9PrLop+uZvYOoa6dEB3aYOtgJV7Z4xl3H5V4EjWLlxPGIZQm7xiNWbgHOGwjrV2Y2cnu/tvocSGhQqqIxlE8Trgi8kqHNSYM4N+add2QQ4E/u/tPzKwx8HV01foZ4YqtkDBjZxGhm6A65YQvZR9Cq1pi5st9hDFkqcaHzQFurqJl7j8pyuYCJxCu/o4nXF3fTai8qrvyE5E0iFo+9gOWRH/QJwAro5nbBVTTcl6JERK1ZF0IE5SSy48G/kHoxiPFMXnA04SEbUhUNo1QB6+tm939OTP7BLiMkNidT5jEVEBIdEZE57opMVgeKDMzzOxUQpdkf6JWNXd/1cIyOm+a2agqxraWEZKvRLJYTKh7wwcQWvZOYd2FeC/gmRTnSTYwaYxXwo3ACWb2EuuGdawVjdn6yt23M7MngLsIDQSpuhobbB2sxCv7fUiYTQKsHS/wZ+DX7p6q+7Gyo81sOeFLOB54w92/IVyJdarqoKgpuBOheRlC4vUGgLsvN7PPCJXHnwkJ0yTgD4QuxH/WIK7dCYlda0IrGoTugGZRbMmxDCJcLZ0M9HH3GWbWHWjs7u+a2b5mtpW7z08cEsU5z8IMyZ8QrkRfcvdF0YyalBmciKRPVbOfo6VhqluKINkCoCRqQfswGty9J6HuXAX8KfrODya0LP0YOI8w1hRYOybsXELLFYTZ17Duondcpfg+ieqWX7j75WZ2UnTOYkJCl+fulZdlyCG0Eg0j1JtNgdZR69uNhPrtvWre51FJjzsShmgk3ERI9BZaWPphOGGC1l5J77Eb8LW7Jw8NqeypKLaWhAQ0WREhEf2NmX0UnfsUQmJaWYOug+t1P2oD8T7wQdLzAwhXNePMbH708xMz6xI19VZ2OqFCmEdY8uGY6l7MzNqa2cGEiubLxPRfQtP6G0m7vgHsGw0WvYdwpXcoqWcFVZYDTIyukK6KXrc5oaXsLEK367ikcQDnE76kLYApZtaMsC5NYqHCfqw/zit5BtJEwhXo0uiYBF2UiNQPLxFas8YDh0d/1E8C/uLu3xFm0P2BMLThO2BstG/ymKnuhCUVzot+hkU/ieeXR609yYoI9WLCPe6+v7sPc/chyTtGdZm7+zXu/oG770KYRPCCu/dx9wfd/UV3T15TsYB1f8MNGOLue0f15vVJ5+5N+Jtwa5R0PUuoX5cTejMSyeR5wDnR43xCV+Ps6LNK1JkV0WsdQDRoP3qNroRE8TLCmK+HgYejzzeVBl0H27q/myIbF7WoPU5oJr47eRZlDY/fcyPLQGBmlxJa0h4mNJdfRpjKfHM0Dq0lYUzAdYSr2eeBntG4kEeBB6Lm/pcJM4o+JiSoh7j7fy0s3ldI9VfMHb2eLt4nkuksrBt4DWE8aGLcUkdCojA/addGwJPufkk158ohzJprC/QmJFGXEZZ1+A3hwuw6d/9D0jEjgSsJY0yLCK0xi1k37CJ5jBesW37iJ4QL2MsJSUoJYahDB0IikdgfwjivK9z9H1HX6b/dfcekGPYGznH3n1Txvl4nLPXzhZl9DGwfdck2BmYAZ7j7P6N9GxPG/D4K3ODu10XlnQg9ComxuAdG5zsJeNDdV5nZzsAKd//IzDoCkwkTEu5KHmtrZtu5+wfRmLo84IQonhJCV+MeSfs26DpYiZdkNDMzd3czy41mNKXap0liLFvyrJlKjxtHV3hYWKzwh6rOJyLxii7wcoBVXs0SEVHCkpf4bleznwH5nnSXjai8nbtXniGd2JZT3Wtnm+gz7ejuc+r4dfIIS3VU9//WoOtgJV4iIiIiaaIxXiIiIiJposRLREREJE2yYtZA27ZtvVu3bnGHIdLgzJo16xt3bxd3HCIi9UVWJF7dunVj5syZcYch0uCY2RdxxyAiUp+oq1FEREQkTZR4iYiIiKSJEi+RBqh0cenGdxIRkVqnxEukgSldXMqYZ8Yo+RKpRdHt1FrHHYdkPiVeIvVc5QSruHkx9428j+LmxTFFJFIvHQCcGXcQkvmUeInUI5WTrKpat5R0iWw5M8szs0/N7O/Az4HBZvb3qCwrVg2Q9FPiJVJPpEqy1LolUnfcvQxYBtwATIx+bgCWRdtENqCMXKSeqCrJUtIlUqdygaYpykRSUuIlUo8oyRJJu07AL4BGwGrAgVZmllcbrV6l46bnFU8YqNazekSJl0glpYtLlcCISE297e7DzOwUoMDdbzezs4FtgfdSHVA6bnrhqrLVvRevWrqXYX0b5RX0KsjN75RjVmBYfjR2LM+wXDOzLy54aUV5RVlpBf55juV8lJ+T95GZfQ58XDxh4IfpfLOy5ZR4iSRJjJPSuCgR2UQPAX8zs/2BD4G5iQ3TT3mkmcPxLQqbHlyYV7hzUX6jrRrlFVi7vJqtPpGbk1OUm1NQApQA+yVv++KCad84TM3LyX0OeLZ4wsD/1do7kjph7h53DBvVt29f170aJV3U4rWOmc1y975xxyGSicwsH/gP8ClwH/Am8AfgH+2atP7z5IMvH/KjNl1HtW7csk9eTm6dj/ty94pyr3gjLyf3j8AjxRMGLqzr15RNpxYvkUqUdIlIDW0PLAAucPf3AG466OJz31/46d3//uq/4z/85rOc/lvvkrZgzCwnz3L7A/0r3CfMvfDle8zshuIJA3Wz+wyiFi8RqZJavESqZ2bm7n7ziPE77NRh21t/1Kbr4HS0btWUu5c5/CHH7LriCQP/m47XNLOhwJXAKqCAMOmA6PEv3f3tdMSRqZR4iaRBovsy27oxlXiJVO+6/c/detdOO9xc0rbbQQW5+flxx1MVd3fH/5JjORcXTxiYctB/XTCzV919r3S9XjbQAqoidSwxYH/GvBm6R6JIPTG6z8HN/3LCb+45YscDPtihQ8mhmZx0QWiZy7GcQ9z9rdJx08eVjpuerlY5LYVRiVq8RGpJda1ZavESqR+GlwywXTvtMOzQ7Yfd16Vlx+z5MldS4RVv5FjOCcUTBn5Um+c1sxbA04RuRoDdgdnAGsIaZ02BY9x9buoz1H9KvERqQX1dhkKJl8g6w0sGNBqx3T6XHlAycGyTgsZFccezpdx9pZldBNxSPGFgrScDZtYJuAlYCNzg7nNq+zWykboaRWqB7okoUr8dtsPwjr/YfdRzh/UafnF9SLoAzKwQuKnCK6aWjpvesg5e4jDgH3Vw3qxWJ4mXmXUws7eix/ea2WtmdknS9g3KRDJZTcZlKekSqX+Glwywswf8dOgFA0+esUeXPkNyLMfijqm25VjOkAqveLl03PStauucUWvXSYR1zZLLi80sY2Z9xqGuWrxuAIrM7HAg1937A93NrCRVWR3FIFIrNChepGEaXjLAiltsddwJuxz2eJeWHTvHHU9dyrGcnSq84l+l46Z3q8n+w3fo2eX6I3989Y1Hj9hgPVAz6whMAS5y98VABdAu2nwllVbfb2hqPfGK1u9YBswHhgCPRZteAPauoizVeU4xs5lmNnPhQi2+K+mVSLJKF5cyfup4rhl6jVq0RBqQ4SUDrFOz9qNO3+O4m9o3bVOze/tkuRzL+VGFV7xaOm56r6r22aHzVjZi5+2P6deteMYnC75tdO4fp6w3a9HMugIvA9e4+3NR8dPADWb2L0ICNq2O3kJWqNXEy8wKgEuBcVFRE2Be9Pg7oEMVZRtw97vdva+7923Xrl2qXUTqRGKgfGIG4n0j76Nf534b7CMi9dPwkgG2VdO2R5zR/7hbtmrWtk3c8aRTjuV0rHCfXjpu+u6Vt+3Qeaui3sVb3bRT8Va3vPbpl3975ZMvJlXex92/BHZz9yeTyqa6+2B339vdD3H3FXX8NjJabbd4jQPucPcfoudLgcQgxKbR66UqE8kYlQfKV27pSk7MRKR+GV4ywNo1aT3yjP7H396xWfsGedWfY9a6wv350nHT1w4F2rlLpw5799j6722bNjnk+Xc/umzBkqWnvTdv/tepjo+6F6UKtZ30DANON7NpQB/gYNZ1Je4MzAFmpSgTiUVVyVN13YqawShSfxXmNdrvjD2Pu7Nz8w7tN/XY71cs5uXPZ/Dd8h82vnMNLVz2HWvK078GaY5ZywqvmFI6bnrLfbbrscewXj1eXbxyFVM/+PT4VWXlv3lv3vyVaQ+qnqjVxMvdB7n7EHcfQlgwrQ9wvJlNAo4C/kro661cJpJWpYtLt6jlSkmXSP0zvGTALifscuiNXVt22uTZfT+sXMLPnriQ2V+/z1GPnsXsr9/np49fwOEPn8FVU2/f6PELl33HAb/7OQD3z3qSgx44heWrV/DS52+Sn7vB+PW0yLGcnu9/89/H+3br/OTsuV+/8U7p/FHvzZv/ynvz5mf+AqAZrM66+aIEbDFhMP3rwD7uvihVWV3FIJJKIuEC1HIlIgAMLxnQfp9t9rh2zy59dtic499f8CmXDT2DM/c6gcHb7M5xfzyXs/b6KX869na+XrKQ1758q9rjr/7nHawsC4u9v7fgE47Z+SDenv8BjfMLNyecWvHGvDeXTP3qb7uszhs0c/6iJSe9N29+g11tvjbVeRrt7t+zbhZjlWUidaXybXrUVSgiyYaXDCjo1Kz9eUf1/vEQs81bpqt/1z4AvD53NrO/fp8Whc3YcaueALRt3IrFq5ZWeewrX8yicX4h7ZqEyZPuTll5GS99PoOz9jphs+LZEmXlZeXPfvbnFXNWL83p2uWMNmAH9SzepzehwUS2kAa2S71WuriU0U+O3qA7UUmXiCQ5aMxuR4wqzGu0Rc1L7s5f3p9Ki8JmHLnTj7nplft58ZNXmPb5G+y99W4pj1ldvoZbXv094wafurZs0Db9+Punr9GxWTvGPHkRr37x7y0Jq8a+X7GYv37wz1X3vHPnygW5HfO27nxME7MczCzvh6UL/nj6jye0Sksg9ZwSLxERabCGlwzoPmLbfcb+qE3XLlt6LjPjmv3Gsn27H9G9dTH7dN+DR9+ewhE7HkCTgsYpj7nj9Yc5YZdDaVHYbG3ZIdvvy9gBP6N5YVOG/qg/z3700paGxnnPTmDkg6dxy6sPpNz+w8olHP3omeUP//cxu/fN15sUFvUofOndp7n+T//HqjUr+PCr2V2379Lvqi0ORJR4Sf1W3LyYR37yiFq4RGQDw0sGFDTJLzrtx9sOTt0ctQnueP1hnng3rBe6eNVSmjdqxg7te/DV4gWc0u/oKo+bPmcmD/z7KY585Ez+u+ATzv/bRAA+/76Ubi07U5CbT4Vv2Vj2v334EuVewTPH38mXP3zN59+tP1TL3XnkncdX9Omx/Zoj97k5v1fXPZn7zceUfvsJe213IF8s/JCCvEKAUyf/YmrXLQpGlHhJ9kvMUKzcnZh4rqRLRKqw+6G9hg8pyi/c4ptej+5zCH969wV+8vAZlHsFg7fpx11v/IGT+x1FUTRA/qNv5nD9y79d77gnj72dx0ffyuOjb6VX+x78+sALWbJqGe2atKakTTceefsvDKyim7KmXps7m4O32weAQd368Wbpf9ZuW1m2as0TH/5xaV7rHjag99jCz75+175Y8AHbdOgF7pRXlPPB3Jns0GV3zCzf3S/domAE8y3MpNOhb9++PnPmzLjDqJcqDzzPJjPmzQDgl3/7Je5Oo7xGa1u3EjMXNYh+y5jZLHfvG3ccIrVteMmAgsb5RTfeeOC4MYX5jVL3A9YT5z07gTF9j6BX+x689PmbvPu/jzh9z+NYsPSb5c98/lRFk7YHFjYp6pDn7jz2r1v5Ydk3/GzYJfxnzqu8/uHz7NStP29//i/232U0JZ36lJnZdqffNfTTuN9XtopncRDJCNmanJQuLuXrJV8z7MFhdG/VnYKcAm7/8e10bNZxvdXms+19iUha7X5Yr+F71vekC6BJQREr14SlKpavXkGFO2/P/8/Slxe8ZZ07H9ckNzfPIIxRO3rgWUyZ8Tv+M+dVduuxD62bdeCbxV+zQ9c9mP35dHp23iXP3a8Ajo/xLWU1dTU2YNmWnJQuLmXGvBlr1+Dars123D3ibp48+kn6de63wfvIlvclIukVtXYdvffWu1V5M+j6ZKettuXN0ncAeHfBx/7Niv+tfG3JwryuXY9Zm3S9OPtR3vjoBQCWr1pKUaOmACxcNI92zTuRl5tPUg/Z6Mm/mLpd2t9IPaEWrwYuG5KTxFit0U+OBuDG/W6kX+d+PHn0k1kRv4hknAbT2gWwf8lAfvLwGcxd9HX5sx9Ns2OGnJs38/MP8g5uN3DtPgO2H8G9L17Fq+8/S6fW27B9cV9WrF5Gs8at2KrV1jw6/SYO3DU0cplZjnvFlUDVswakShrjJRkrkXAlukMTlGylj8Z4SX0zvGRAPnD9rSMu/VmzRk1axB1Purw7/4Pld73zWO5u248paN2sw+atEpvE3SvMbKvT7xq6sDbia0jU1SgZJ/k+irDutj6JHxGRLfCjHTuUbNOQkq7XSmcs+9eieTZ894sa1UbSBaHVCzi4Ns7V0Cjxkowy6bVJKRMuEZFasmv/Lrs0iLWo1pSXlT/14bNLP6F1QccOg7Z4yYzKyivKD6/tczYESrwkdollISa9NolzXziXA3ocoIRLRGrd8JIBuUD/Xh16bPEq9Znu+xWLVj744ZSV5W0GNmnetGt+XbxGjtm+k38xtUGMk6tNSrwkbVItcDpj3gyGPjCUKR9N4blPnuPG/W5kbP+xMUUoIvXc1j1ad+3YsrB527gDqUsffPPJise/fMvbdDqoSX5eYa10LaZillMIDK+r89dXSrwkLRJjthLjt6Z8NIUxz4zhvYXvsaJsBRC6FpV0iUgd6rPX1rvV225Gd2fqnFeXvbGiIq9DhwG13rWYSkVFxWHpeJ36RMtJSFoUNy/mmqHX8PWSrzllyinM+WEODx72ICN6jqBt47aM6Dki7hBFpB4bXjLAgL17tf9Rx7hjqQsry1aVPfXJy6vy2vQrapnfJJ2NKgdP/sXUnNPvGlqRxtfMakq8JC3un30/d864EzOjIKdgbdIFKOkSkXRoB7RoVdii3nUzzl+ycOVz8z/2VlsNaZLu187JyWkN7AS8ne7XzlZKvKTOJO4DOeWjKZz8l5Pp2aYn94+8f71b+4iIpEnb9k1aNyrIi+5YXU+8Nf+D5e+uzstv1a5fnQygr6HuKPGqMSVeUusSsxTHTx3PfSPvY0TPEfz24N8yrPswJVwiEpe23VoVt447iNpSXlHhL8yZuXxJ055FzZuntWtxA+7eLc7XzzZKvKRW3T/7fs567iy2b7s9tx14G8XNiyldXMoj/3mEYd2HxR2eiDRcW3dt2SntXXF1YemqZWumzP2wrKjtLk0axR0MUF5R1jPuGLKJEi/ZYjPmzaBjs47Mnj+bc54/h+Lmxdx24G3069wPyL6bcYtIvbR1p2btm8YdxJb6YtHXK19dvDKncdud0jJrsSbcK34UdwzZRImXbLaznzubPlv14Yxnz2DrFlvTpnEbHjzsQfps1WeDJEtJl4jEJZrR2Lldk9ZZfZugWfM//f7z3HbNGjdrm1F/u81yusUdQzbJqP88yR6jHh/FH//7R/IsjzIvw8y4cb8b17ZyiYhkkOZAoyYFRVnZ4lVWUV7+j68+XbqiSbdW+VZnlQOCQgAAIABJREFU66FutpycXF1Zb4JqEy8z+xjwysWAu7v6dBuY0sWlzJ4/G4DnP3ueDk06cM8h9wCkbOUSEckQRUBFruXmxh3Iplq0cumKf373vVvTbVrEnXItXv4dTRo1Jzd3/dQhx3KKJv9iapvT7xr6barjzKyTu/9/e+cdH2WV/f/3mZlMeiEEQujSiyiwFAVBUETdFXQtsAu6Cq7uz68FFQVdF8sirrqLDVewgLgqCIoFUBARRETABAggHSIhCQkkpE0mmX5/fzyTkEooCSnc9+uVF/Pc5977nHlQ8/Gcc885errPERGrUsp1juaW3i9UKWWvqf3OlVMKL6VU5/NlSH2kuBzChU6x4Jq6eir7svbRK7ZXlSFFjUajqYdYAExialDCKyk3o2C7OzjQFNLijEpFFDkLeP/75/EpH1ZLEHcMm1LmeuKIaVjMFbcsv27iiGls2PM1m/evYtKomexJTWBgl5FVPfZUNq4QkWFADPAXwOsf/04ptaH0RBHpCswCRvqvLUopj//z5UAi4AAsSim3f1wAq1LK6b++FrgReFYpdRx4V0SmKaUOVffuzgc61FgFxS1uziUpvKELt9T81JJK80nZSXRo0oH3Rr+ny0JoNJqGhtmDCvvYnpEb6LQW1bUx1aKUOTrrQKCnyeUR5gDLGZeKiD/4PcMvuZXurfvxyfrX2Lx/VZnr3SnxXNJ+ULXrdqfEk3riIIO6XU9y5j6sllOWQHOXHxCR64HHgDhgEfANsASjXeGnwHv+efOAi4Bir5RLRL72z3MCN/nHWwPPAQ8Cc0TEWfwo/9qbRSQEQ9h9BDhEZA1wCRAjIq2VUj1O4xXWKtWFGk3AGKA/Row8D/geOKiUOlD75tUd53oSryaEW13yysZXmLttLmEBYVhNVj6+5WPt4dJoNA2SfXiDIqDDR8HWVio4wlrX9lRH6PEF7uf3bfN6w/dnpPe8q7nJZD4jJ8nQnjeWfC4oyqVdl5FcFNuj5Do8OOq01oUHR4FSeH1e9qYkcF3f20/12ArCSym1wi+EugCLlFJJfu/U+0A6hqYA8AD3A0UYXqo7RWQEMAyYDiV65AfgRyBbKTW89LPEwIzhebsayAV2YIi2ZUqpkSKy/FRf4HxRnZKei+GuSwI2AFZgKbBRRBr98dFzERkNsYTC8v3LSc1P5ZWNrzB51WT2Zu7lvv73sWTsEm7ockOD+i4ajUZTTBbKkYTa4RWzra5tORVKKeVK/vBoeJetdHb6Anue2Nqy/fa3Tni9bmf1qyuSlLGLQmdBiegqf30667q17sevyZuICmvG299OY3/atqqWVZWTNQ6jqv3fRCQCWAgcBmYCa0SkD4YWuQ14BxguIl8CzwK3Ap/592kLLANaAd+LyBYROSoiq0VkNYZTaLJSKg/D23U1MMD/ebp/jzARGS8ixdd1QnUquqNSamjxhYhkY7yEf9WXWGl9pqEIldT8VBbvWsxjqx6jR7MeRAdHM3PkTLo07aL7KGo0msaAB0B5nHYIbVrXxlSGUj6ffd/CPc2HJXa8bKPXbhZLFECnvL2xgdtePbGn9ySvxRIYcrr72R35fLrhTe4Z+Wyl16e77nedhhMdHktWfjo92w4k8bf1dGnVp8wan8/revCdaxzl9xKRzhhhvvuBdoANw/v0sd/ztRsjRBgEvA18gOHwSQBaAklKqf8Y70cdFpE/AQ6l1FD/565KqefKPTME+DtwNzAZWMlJz9rLGALu3VO+hFqmOuGVJSIvYrj27Bhx09FAZm0bpql9lu9fzuqk1aw7vI4D2Ubk+LFBj+kcLo1G09iwA+JzOwrqY3a98nk9BdsXbWw6PKGTuUlg0JD93jKeuTYFyU2tCS/lbes7Od9qDY2obj+P183c7/7J6IF3Ex0eW+H6dNcVk5mXRvPI1hS5ClCqfKED8CpvfqXfy0hJ6iwivYFblVLPi8gqEZmKoT+OASOASKA98E+MnK5+/i2alE6uxwhFPo0h5JoDI0SkOOTYyn8g8EqMhuizMXK/rsWIRCYBPoxQZBJw5BSvsFapTnjdgZHE9lcg3D/2I/7/e9A0TOLT4tmVuYsJX00AoE1EGz659RMA7eHSaDSNkQLApFxFBXVtSHmU1+22bft0ReTvfu4UGBcWZy30qi6F5ijK1Y6IdRyLHJDwgv2XvlNzrEERTU6158a9K0jJOsC3Wxfw7dYFdGnZu8z1kB6jaNn0IhIOrGHUgIlVrhvSYxQ92g4gPKQJLZq0Y+H6V7m+7x0Vnufz+XIqs0NE2mKEEK8AuojIPn+u1a1AmFJqvn9emFJqk4iMwggn3odx+nFPKdEFMArIB1BKvQG84V8fBXzrH1+BcYrSjOFFCwYKMXK+JhSfhKxLqhNebgyXXzOMeGk74GfgzVq2S1PDFJ9QBLj6f1fTJrINPWJ6cE3Ha3hs0GPaw6XRaBothQc2e0I6Dyz0OgrqpJaTJz8TS0SzCuM+t9NRsGXxJ8Gdfmof1qNJD4C+m902i1gq9WpFu3JDB8c/b/7pd1MyA0NiKm7oZ0jP0QzpObrM2O/7/aXCvNKiq6p1AN1bGw6oJ299p9Ln+ZT3WBWmuIFDwFYMz9YnImLF8EQVJ8z3AtIAlFJOEZkFxGMk0s8st98dwOOVPKdN8R7+EOZgDO/Z58A6wIzhPNooIu8AK5RSKVXYXOtUl1yfBXyN8ZKuBrYppZ5RSv1Q24Zpao7U/FSu/ehaRn40kl2Zu1AorGYr82+az2vXvaZFl0ajuRA44clJr9QzUxqvPYeMj6cA4Mk/TsaCJ8hY+HdOrJxVaZgNQHk9HP/sOTI+epyCHasAyFk3n2OLpqGUwnFkR4U1PldhYfftM1c3i/0huMmgqCuKx4fuVhVypUoT7rUHDUt4IcppO5pe3Xc5XzjdRVsqG1dKpSulvsTI7bICtwOrgL/5P6/BOHU4R0Rmi8giYBBwA4bw+kBENojI1X7BdgTDGVSCiLwLfIFRngL/2qnAg0qpNzFCi1al1CyMKg0dgBY19d3Phuo8Xu0wiphdC/yEUQfjYWCNUqriP0maesX8xPkAZBdlc9R2lFevfZW7et9Fz2Y9iQuP04JLo9FcSBxyHU9qf6oJXkcBWV+/ivIfIrQlrqTpyPsJiGnDscXP4M48jLX5RRXW2bYsw9qiE1FXjOfYp88Q0vUKfIX5WFt0xHXsUAVvl6/IZvvDvmd25IVmRKYMbzVczGIBEI+PXnnmiPJhxvIE+5wBV295qfmaSyelWpt0qPP/kJvEtOpU95VSCZwUTO9XMe2ncte/AG+VG6sY54RJQJHyq2Kl1DKMcGXxs+eV+pwEPHEqW88H1VWuz8EoerYIQER6YYiw/+CvKtuYaYgFUFPzU1mdtJrEjERe3/w6AILwn5H/4a7edwHofooajeZC5KDXlnWlz+OymyzW0MomiJhoduNUji8xqg00GXoyPOdz5GMKrjyv3ZGyk6gr7wIgqM3FuDIOGt4xnw9nyi7C+50M33ntObl/Sfr7vrjI7OA3B7ZqExBsLrGl1xa3PVDMldpWHise8zWJr7T6/uL7jlia9Wx7OmtqA5/y+SJCon+oq+crpQrr6tlnyxlVxFVK7VRK/UcpVaXoEpFIEVnhP7nwhYhYRWSuiGwUkX+UmldhrD5RXAA1NT/1rNaeal11e57NMwGeXvs0feb0YcJXE5j1yywmDZzEzJEzubTFpYzpOeas9tRoNJpGQgagfPbcKkN0psAQTIEVdY99z48ENG2HJbzyShTK7Si5ZwoKx2vPwdqsHZ684yDCsQVTcWel4M3PPPFg8uMHr22ZHfta19gmAU2tZVxhQ7f7zkhEmEXJiF/fasvRX5LPZF1N4nQVJt8/56oGJ37qkjNuRXAajAde8YuzDOBPgFkpdTnQQUQ6i8jN5cdqwY4zorzYOd0CqPFp8WXWxqfFc8uiWxi3ZFyFe8XPKS3o4tPiT3n/dJifOJ8hc4cw/cfpZBVlMarzKL7601e8dt1rPHr5oyz787IG57nTaDSaGiYdEHd2atKZLHLnZpD/yxdEj7inyjkSEIxyG/VDlasIUET0v4nQi4cjAYGEdBlEwY5vbU9lPHbkto4FHe+2NskL7hhSIWbZ94Q5+My+EpgErtr/QbuA5LWHz3RtTeDyOjfXxXMbMjUuvJRSbymlvvNfNsNIoFvsv16Fcax0WCVjZRCRe0UkQUQSMjNrvmxYaWFTLHbKi6DTEV0jPhzBrYtvLfFyTV41GYApg6fwwDcPMG7JuDIesNKCLj4tnus+vq7kucWhzTOpeP/02qeZ8NUEfkr9CbOYmdh7IkvHLS1TFkKLLo1Gc6FTeGBzIXDIkbz9tJPSvY4Cspa+TNPfT6rUE1aMtUUnHKm7AHBl/oY5wqiB5XPYMVmD8dlP5F5lX2H/c1dXjzGZwfsC+0X2Kr9Hp52uojBMYWf6vYoZ8ttn7UMPLk1WVZ0AqCWUUmvO5/MaA7Xh8QJKuog3AVLwH/MEsoFYILSSsTIopd5RSvVTSvVr1qzKU7NnRXmvUuuI1sy4agZPrXmqjAiqzusUFx5Ht6bdmHX9rJJ9FtyygCVjlxAbGovL52LKYON0TPHzSueN9W/Vn5XjV9K/Vf8z9nTFp8Vz91d38/rm1wk0BzK2x1g23r2RuTfOPat3otFoNBcAm9wnUnw+Z2H26UzO3/Qp3vxMsr+bQ8aCJ3Ac2UlR8nbytywrMy/s4qvJ+2kB2avfxp2VQmDLLriz07A2vwiz2ZQWvOvLkMkDzc3vPWDeWnhls95ikgq/e4ds8Z5zqYuBqd+2a7p3YapP+XznutfpEmwNXXG+ntVYkNoQxyISjeHJugV4FFjoL452M9ANQ2iVGVNKvVDVfv369VMJCQlV3T4rKkucj0+L56k1TzHjqhklnqsFtywoM6+0WCt9Xbohdmp+KrcuvpWdx3fSq3kvPhvzWcn6UzXOrmyvynh67dO89NNLuHwuxvYYy+G8w3w25jPt2dLUOCKyRSnVr/qZGs3ZISJWpVRVff7OZr9QpVSlIiak88DWwD8jB4/rHtii02U19UwAj+0EztTdBHfoW+Id86UkHvyf9UUZ1s7U8V97fFv/d0XrDpYIS6Udque86MyNVubKu1efIbujex9Nu3hCM7PJElAT+1VFfmHOgSf/d0uX2nxGY6TGPV7+WhufAk8qpZKBLZwMJV6K0RyzsrHzSmUipX+r/sy7cR5x4XEsuGUBUwZPKRFSYAij4vyt8gKstFBqHdGaWdfPokt0F2ZdP4vWEa0rzKvKs3WqUGNqfiqjF4xm+o/GiZuJvSfyyW2faNGl0WjqHSLytIj8tZo5XYHlpa4tpT5fLiLBYhBQalxEJLDU9bUi8paINPcPvSsiHat45FEgtygpYe/ZfKdTYQlvSmj3ISWiS5J+3rMk9MWAYe1MHVckew+8f2mL2KpEV8skt6umRBdAj+zElh0S38rxnGVz7dMlrzBrTm3u31ipjVDj3UBf4CkR+QGj+OodIvIKRvGyr4EvKxk771QlfiZ+NZHEjETGfz6e+Ynzy4QAAy2BzBw5s0Q8FYcIKyM8MJy48LgK8+LT4svklJW+X94TV/zc+Ynz6fx6Z5YdMFzcLcJa8NxwozeoFl0ajaYe4gQqeLJEZJ6IrBWR5RiVyV0i8rWIrAA+KzW1NfAV0AVYJSIrRWQlRtPjhf69QjB6CH8EOERkDUapo9kisrv8swsPbPYBa1zp+33eovyMmvyyxSilsO5ftWNpzBuR/Vua2u3N9h17oGmMJ7BVUKuq1gzZ7LFVde9s6Zi/r3n3rTPtbo+jVqr1O1yFtuTMfbqLzVlQG8n1s5VSTZRSw/w/H2Ak028Chiul8pRS+eXHatqO6qgsp6p0cntsaCwen4c5CXOYcdWMkjkLbllQJicL4KGBD1XwjD215ilmjpxJui29ZN68G406bk+teYqHBj7EU2ueYvn+5WXulxddE7+ayIC3BzDhqwk4fA46RXVi5siZtItqV7svSKPRaM4QEdkjIqtFZDXG/4RP8V//5BdNYPT6vR+jD/AJpdQNwKsYkZCx/n1MGJXL7wCSlFLDlVLX+X+uBW7x9+ILwOiqMgSjAfJNwC7/qfqqTi/+ApicaXsrrbZ+LijlU+F7vtz6Tet5LXo1N7U8UaQKbikIOxJ8cVj3U627PKV20q3b2FOi+yS85HW57JU2sT4Xcu2ZSxaue6XGQsQXEtVVrq8R/IVYF1c3dr4pH/Ybt2QcC25ZUHK/S1MjVBgXHse4JeMASu4XC7R0Wzp3fnknM0fOZMHOBSV7jus1jrjwOCZ+NZEZV80oI6hKC6w3Nr9RItzKk25LZ3PKZvLdxr8z/Vv055e//QLAmJ5jtKdLo9HUN9xKqREAIvIYkKGU+khE2nOyx6+Jk42Tu4rIl0CM/+dSjEbIbYFPgP8DPhWRUCAO2F1qj5VKqZdF5CMM4RYPPAxM988JE5HxGDnE04oNLDyw+XhI54E77bvXdQ1u37tQLNaQmvjiyuf1Ndv1ccLnXb7p1DbSFO30KPefDwfslJFN+xntAyunSbrHHecxNa2uWv3Z0txxPGJg/IzCTb+bmh0YFBldE3v6fF5frj3r+ZrY60Kk1k411mdS81NLhFSxVykxIxGA1UmrGbdkHA988wAur4u48DjAEFzFIcbl+0tSEogLj+ODmz5gwc4FJQLrlY2vcM+ye0jMSCzjLSt9qjE1P7VEdL2x+Y0KYc8hc4cw4L0B5LvzEYT3b3y/RHRB5eHFsy28qtFoNDXE6ZymCwLeBu4BDmC0ktkBvKeUGgWglDqMUQPyqFJqKPBv4G2l1Aj/z1V+0RUC/B3DuzYaIwxZHEF5GaMx8ruV2LBSuYsCHWl7fj7L71kG5fV42u98O/7r7t90bRtpivYppZ7Yy9bUYbG9xCKnTHAfvMlTcCphVhM0ceeFXBH/fKjTnnm8JvbLsWf+Mmv544dqYq8LkfPi8arvPDTwIV7e8DIT+0xk8qrJzBw5k5iQGMYvGU9iRiIvb3iZKYOn8PKGl7mp201MXT2Vd0e9y7xt83B5XXw25jNmXDWD/q36E58Wz4z1M3hpxEv0btGbWxbdwt4Te/n45o95ecPLAMwcOZP+rfqXrOndoncZIRU+I5wCT0HJ9ea/bq62zU+xgDyTGmAajUZTw1j8YUYwvFYuEbkLQ2wVh7sigfbAPzHywIpPzTYREYtSyuO/LgKexghLNgdGiMhw/71WSqnOwJUY9SJnY+QTX4uRf5+EIQIDMEKOR8rZuQc4VLBjVVFgq+6XV9VC6HRQHpfr4p2vbfmw97Ze0cFGHa4Fh3y7v7m81UXWEHO1dbkGJ+EByPJ4iDSbCaglERbuLQwcnvBC9No+j6UHRrSKO5e98uwnXqopuy5ELjiPV7FXqDhkeMuiW3j+x+exOW2M6DCCmSNnMjt+NrGhsXSL6QaAzWXjwW8e5ETRCb7c+yXvjnqXu3rfxZTBU7CaraTb0pm8ajKp+anEhcexcvzKklDgm79/k+4x3endoneJ16y4XtiDKx4kPi2+RCg9vPLhMqKrfUR7Uh5JOa3eimdaeFWj0WhqgYnFXingHeBF/+cRnGxOHKaU2oQRUrRgNDneAiwpJbrw388HUEq9oZQaopQahpHHle0fX+HP57oRozJ9OnDQf/+PSqlrlVIVGjgXHtisgM+UqyjYmbKrfHPm08bnchRd9usLWxb23dY7OljC/u/rIl7a6Mx6pn3zIGuMtXn5+alzUzk0/RDHlxqOJ9vSTPXE/pRmhT4fG+z2WhNdxQQpl2XE1pdiXTmHzjo8kpFzZPuqxIVf1aRdFxoXlPAqDjGOWzKOdJtRvDjQEsiYnmMIDwwn3ZbO65teZ0/WHgDu638f09dNJ7col8N5h3F73cwcOZMRHUYwP3E+b2x+o6RAKhg5WcUhzOKSE3HhcWVKShSXrADYlbmLB755gNT8VNrMbMPrm18vEV3v3/g+vz3y2xkJKS26NBpNXaKU+qXUpQnDC4VSyqGU2iEiPfAXz1ZKOYFZGLlZvYBvym13B/BFJY9pU7yHv7TEFcB3QCLwPsbJyM3ARn8HlDZVmLsX2FewfeVvPoc960y/q89pt4/c83Ti+7/b1zciUILXJ3s4mO1zz+0QkxrSObSj60TZvPO8hDzwQcdpHXFlunBmOAnZWui+NSqKXx1FBJtqR3Slu91lrgPwmq5JfLWV9/jO8l7AanG6HY5dRzZP3Hn45/NaHb+xcUEJr3RbOjNHzmTK4Ck8teYpwGjtM2P9DKYMnkJceBxWs5U2kW04Zj/Gg988SIG7gFm/n0Xn6M68cu0rxIXHMWrhKO5Zdg/XdbqOlze8XBKejAuPw+kxyqY4PU4SMxIZt2RciTesmNYRrYkLj6NHTA+mXTmN/m/3J7XAuN8sqBlD2g5hRIcR5/8FaTQaTc0RBljLjV0EzBGR2SKyCBgE3IBxgvEDEdkgIlf760Eewcj/KkFE3sUQY5/6h24ApgIPKqXexAgtWpVSszBKFXUAWlRmnN/rtVB53UEFv37/Teli4j6nnWOLn+HYomkc//x5lLesePEV5uWP2ffEr093Te537UeFgW6vYuLSIvXTCZxHvs7qrZTCvrdsFQf7XjuRAyKNF9MzjMIDhTTLw+dRsMFeyJDQMLI8Hm4/YvS7TnG5mJByhD8e/o3ZWVXrQrdS/F9qCuOTk1mSlwvAK5nHuSclBaUUvxRW7F9tFiXX7J7TVtI2Ha5y40o4lL7jnc83zt56Jms0Fblgcrzi0+IZ+dFI2ke2B4FJAyeVeKGK2/aA4eWaHT8bAI/Pg8dneL5DraFMXzedJWOX8M4N77Arcxd39b6LIW2HEBceV5IwH2gJ5Jj9GHa3nenrpvPm742DPKUr3beOaE26LZ2DJw5yx+d3kOvMJYAArut8HUvHLa20qr5Go9E0JJRST1cyVlyzsXx47xfgrXJjd1Sy7SSgqLgfoVJqGVDSv0cpNa/U5yROhjcrpfDA5sMhnQeudCQnXhvU7tKt1mbt+gLYd/1ARP+bCL6oDye+/S9FSVsJ6TwQAG/BiZy/Jv/9wP/1zOt3xxcOs92leD/RpQrM5pyADiGR7hw3xxYfI+ySsuldPqcPSxPjV645zIzrQJH6Q2BYwLL8fIaHhfG31BQcSuH1C8AFuTk82DSGviEh3H4kmbGeKKItFX9lf5yTQ4+gIB6IacbfUlO4LjycHK+X7kGB7HE6iQuo+tf88AMftv/JXXDY1X5E+1O9J4DMvKNJP+5e+mQ1r1RzGlwwHq/+rfqz6vZVTLpsEgezDzJpxSTi0+JJzU8tEV3zE+fzyLeP4PK6WJ20GqfXSUpeClNXTwUFIkJiRiJ3fXkX87bNK2kxtDppdYlYmjlyJtPWTCM5NxmXz8Ux+7ESj1dxAvxFr17EgPcGkO3MJteZS2RgJBv+uoGl45YCOmSo0Wg0laGUKqyFJtBLgbz8Xz7f5HMV5QGE9/0DwRf1AcBXmIc5xPBUefOOZU5OfSzpH33y+wVaxLzo1hAiAoV3f/Vmmf8YazUFm8yBcYHYdtoI7VY2X98cZEa5DNN9Dh9xyR7XqMhI8/0xMYSbTVwREkq3wEDCTMav5Uizmf1OJ1keDy6lCDebKzU+vrCQ68IjAOgXHMKvDgcK8CpIKCykf/Cpq2VccfiL9mEHvjhyqvfq8brde1Lj79l5+OeK7jPNGXPBeLzAKP3wwDcPMOv6WfRs1rOkzta4XuOICYlh8qrJTBtqlHuZunoqsWGxPD7ocb7c+yVTBk8hNjSW8UvGcyjnEP8e+W+jvlevcfx16V/pFtONlbevJC48jkBLILN+P4uYkBimr5teItj2n9jP2qS1eDiZPzpz5Exdk0uj0WjqiMIDm4tCOg98z+ewTbVt/XpJxICb7xSTyQzgTNuDz1lAYKtueLNTMv6Z8/eMOy/19DWJSIS/adHxQuU43jsywFrkCwtqHUTuplwsYRZ++9dvtLyrJUEtgwAIah9E4YFCQjqF4Ehx0DfP7MRKYLLLRTurFZvXh8V78nfDkNAwPsrJJsPjYWBISJW/rAuVj1i/JyzSbOaEx0tnayCJjiJaBFi4I+UIz8W2oGNgYBU7wIC01W23u+2pmd3GxZn83700SRm7Fu1OiV97Vi9YU4ELxuMFkJiRyO6s3cxJMNpLtY5oTY9mPbhn2T1MXT2VmSNnsujXRSzetZgnr3gSu8vO3G1zGdZ+GNPWTuOY/RhpBWlYzVbmbpvLuCWGYOsa05UAU0BJwr7T42ROwhymrTFE3MiOI7lx4Y1MXjW5RHSNaD+ClEdSePTyR7Xo0mg0mjqk8MDmXcAXzrTd5qLftqwE8BbZyF79Nk2vfxjv8UMpr9mmZk3o6e1tKlV060COLzPJbPE1vzk2yr7HTv6WfHxFPoI6BCEBQsH2k2WBIvpGkPtzLukL08nfnMcdpoiAAq+XGIuFToFWFuflcnnISS/ZuydO8EKLOB5u1gyHT/FzJblaACEmEw6/s6rQ58OH4s7oaEZHRBAsJq4JC2edvaDStaW59PjG1q1/ffe41+cpk9CWkXPk0E97lt+vE+prjkYvvEr3Q5y2ZhqdmnTiH0P/wb3L72V+4nz+G/9f/nLJX2ga3JSezXri8rlQStGhSQeaBjclKTuJ6T9OZ0fGDlYnraZX817MuHoGTYObMrHPRN7Y/AaPD3ocq9nKvcvvJd2WTnhgOP8Y+g/CA8M5mn+U6T9Ox1eqruCyPy/juzu/04JLo9Fo6g/LgF8LElekOY8d2pH11b+IGnonYs/8ba7nqcJbunJx6cnZRcp+c27ob+ZIS4g52EzbB9rS4e8daDaqGSHtQojoG0Hp6J052MxFT1xESMcQrr+uVWEzS0BwmNnMoNBQQk1mvmh/EdeEh5fMT3O7Sfd4cPp87HE6qixs3zMwiK1Fhijb53TQKsCo12rz+gg1mbD0agYNAAAVyklEQVSKcLrB2W7ZO+I6bpuV6/G6HAA5BZmZa3d+/qctB9fUeMuhC5lGLbzi0+K57uPriE+LJ92WzqGcQ0y6bBKrk1azI2MH2UXZXBR5EQeyD5ScSrSarIy9eCwPrXiIjIIMWoa3JCQghN+1+B1v/vIml7W+jJUHVzJl8BRmx8/moYEPMSdhDvf1v4/DuYcB46TkOwnvsCVtS8lpxejAaAa2GsiyPy/jhi431OFb0Wg0Gk15Cg9s9mBUuS/M+uqlHGf6AV/u93OKIlc+GbfxiLvrP9Y4SuY6vcpze5Jlu29o0z6l93BmOAluG0xwh2CyV2cT2rVcnleomcgBkYw8YKq2cfUDMTHclXKEwQcP0sJiYWBICJvsdj7OySkz78bISN7MyuKFY8c45HJxSVAwh10uugYG0isoiI9zc+gXcvpdkTrYDjbruWVmUZ4tPXPdri/v+Wn30oTqV2nOBKn5PMWap1+/fioh4ez+7uPT4ksqyg/7YBihAaFkFmZiNVnpFN0Jq8XK9OHTiQ2NBTBaBflcuDwuRITHBj3G+uT1zEuchwULIYEhPHPlMwxpO4SRH41k2tBpPLfuOT6++WNiQ2PZlbmLCV9NKGNDeEA4ux8wWoxpL5emISEiW5RS/aqfqdE0DkI6D2wN/KOFpaDZkiuP9O/TwlSmDphSiid2k7BseOuu5lBzeBXbnJK5/3LZwjGd1drKOO5xs6WwiCtCQ6tMwj8Tcny43/GEPrzFZ52tQ4w1T6MXXsWk5qdy+XuXk2ZLo1VEKx657BHmbpuL1WzF5XGRnJdMu8h2PD74cV7f9Dp3XHoHbye8TaotlS5Nu3BluysZ32s864+sZ8b6GXxw0wcATF83HbvbTnRwNFkFWezJ3lPyzO7R3Xn52pcrtATSaBoKWnhpLkRuurTJzf8a4nmze4ypQmudxYe8e6Zd0rKJtXlgpfXBqqPDLpfjxaWmoHO3snaw+3yFc/IKXtsc3O7pnYd/9ta1PY2RRh1qhJMtghIzEsl2ZGM1WXnkskdY9OsiUvNSueOSO7CarXh9Xn7L/Y2n1z7NgewDRkmIvGS8Xi95jjy+S/qOXZm7+HD7h9zf//6SvouBlkDiQuPYdGRTGdEVZA7ig5s/4IYuN2jRpdFoNA2A0V0DZNJA6x9eH+55qzLRte247+iTbZpbzlZ0AQxN8Faf6V5H5Hq9efOzs/91qDD/GS26ao9G7fEqbhE0sc9E5m2bR2p+KukF6XSL6cakgZMAmB0/m7EXj+XDHR+SYcvguP04Tw19iiV7llDkLsLpcZJdlI3T6yTAFIDb5ybQHEjbyLaEWEM4nH2YXFduyTOjrFHsvH8n6bb00+qxqNHUZ7THS3OhMLprgHRtavrzo5db34gLNzUtfz+9wJc3zBZ5yDqoSd9zec7sF525TZU56lz2qA1+c7lS52WfePmE1ztnrc3mrn6F5mxp9B4vm9PGpJWTuKnbTQQHBIOCYwXHuP+b+/nnun+y/dh2nv3hWUZ1GYXdbaddVDs6NOlAoauQtLw00gvSiQqKYkLvCZjEhBkzXuUlNT+VxIzEEtFlFSvdo7uT82ROSU9GjUaj0dR/RncNMF0Sa7p36hXWtyoTXYVu5bx9k2+jI9hcoHzKV9kep0OL3zyu+ii6Nhfad7yaefyeE17vf7Xoqn0arcerWBhlFWbx7w3/xmq2kuvIJd2WjtNn9FO0ihWXchETFEPryNbY3XbcXjep+al4leFlVShMmLCarSgUbq+7TGkIgP4t+vP5nz/XXi5No0N7vDSNndFdAywDWpkfeWCA9emoIAkrf9/rU+r97e7XH022ZCLSJbRnKE2GNLnJHGSOPNNn3bao6MRtSQEVhF1d4VHKsyw/b+13BQWPrLXZdtW1PRcKjdLjlZqfyqiFo7hx4Y3c9/V9ALh9bjIKMvAqL1aTlQhrBD1iezC2x1iyHFlkFWZhc9lIyUvBozyEW8MZ02MM7SPb8++R/6ZDdAfMYi4jusIsYYzqPIqokCgSMxJLSldoNBqNpv4zumuA1Szc87ffBfy9MtEF8O0hz4qlez1PIvJv4Fv7Lrsc/eDoR44Ux5Yzfd6g5KqqcZ1/Ulyuo29mZc39rqDgL1p0nV8aZcug1hGtmT58Ord9ehsmMfH44MfJLspm6qqpRuV4BS6Xi67RXdmasRWLyYJJTGTYMjCLGStW8l35LNq9CIBdx3exO3N3mWeM7TGWT277BDjZ+Lp0s22NRqPRGIiIRSnlqeKeWSlV64ncIhKqlCpfP6utV3Hle1vdSx693Do+0CJlThtuTffumpPgvnPpPndxEa+FEX0iEn1Fvr8eW3Jse/il4XsjL4/8gzmo+vBh1DGPp6XH3LTKSqjnCbvPV/BNfn7CWnvBfOCztTZbtTXFNDVLow41jlowiivbX8m65HXsOb7nZIjRZCXQHEhUcBQp+SkAdIrqxMHcg9Xua8bM4UcO65OKmgsCHWrU1AQi8j7QFggE2gHJ/j/3YTgAbgSaAZ2BYKAp0ALoCDQHbisWTSJyOZAIOACLUsrtHxfAqpRy+q+vBf4IPK2UOi4iC4BpSqlDxXaN7hog/mffPKCV2TH5cuu44AAJBUjJ8x179gfn8LnbXCXH1YvFW0SfiBDgFuBqCZDC6OHRnUK6hAwxWaouE/GHrxw5d+62NDmnF3kOeJXyJhQV7lmSl7e0wOebu9ZmS6orWy50GqXHC4zyEXnOPN7Y/AaxYbG4fC6aBDUhz5GH8ilsPhs2t61k/umIrhHtR/Ddnd/VptkajUbTGHkKGAb8DDwG/Mf/5xIgArABrYAoIBsYCJwAHlZK5YqISUQ6A52Aq4D3gO+AsSJiwRBiPsAO3CwiIUAc0AdwiMga4BIgRkRaA3f71zjCrHw9vL3F+0ua97Znf3B8OHlQ4Nggi1jf2+q6d16iu+08kQeBZ5VSx4F3RaRYvH0Y0SfiZ+VWfz6x6kRI7obc+U2GNekR3D64vynAFFz+BQw+RKUev9rGrZRrj8Nx6NsC27bfXK45wM9rbTZdKqIOaZTCKz4tnvFLxlPkKsIiFpweJwpFjiOn+sWVEGoJZe1da3UYUaPRaM6O48DtwMZy43/EEGFXYQixYnHSFkNIDfX3pLZgiDQ7EA8EARlA92Jh5l/3noisBZwYIs0NLC7eVyk1UkSWA62B54AHC1zMWbbf47SaiV6XTKv52z2FUwZZ//XiBtdqYBDwEZWIN6VUj/xt+Yci+kS8APTy2r1js77OShKr7I26LCoupEvIAEuYJRYgON/ru8hhjj6fYcZ8rzfnl8LC/d8V2PbYfL5vgW/W2my652I9oFEKr2P2Y0zoM4HXN78OigqCq/ypxKoIMYew76F9gG71o9FoNOfARMAKfIgRYuzNyVDjh8ATwB+AT/xjJgyxtAPoAswFHgECgL5AJtASeEJEgoAC4AgQCywE/gu8CoQAq4F7gTv8toRhhDJ/BZKUUsOLjRzdNaCXUurSD3e4P3V5CQKuBnL9dtwELCsl3gDI35bvA7ZH9InYCXRVLnVtzo851pwfc5aHdg0NjGwTNPjKJFO4WawxNfQuq8StlPOIy5W6odB+aHNh4XYFXwMJOo+rftHohNfy/csZvXA0cWEVig6fNoGmQP5f///Ha9e9VoOWaTQazQXLxcDzSqkfyt/w52aJUsonIsOBJhhhRx+GcOqjlBojIqsxhNlHQHdgL4Y46+Kf4xaR9zDClu8BlwE/YQg2M/AksAKYDzwNPAB8LyKhGGHJ4hNUJqClUuplEfkIQ8DFAw8D0/1zwkRkPNBNKTUNSgTYHmBPRJ+I5sAV9n32oVEbCo5tz+fX2dagvH7BIa3aW60do8zm2ACRwHN9qV6lvNleb3qyy5W501GUsa2o6JgHtu9xODJyvN5vnT5fjogMF5ENGPlwhef6TM250+iEF4AFC0cLjp7V2gACWD9xvQ4rajQaTc0RgpG7VQFlnPBSfgGWAyzHCPF5gF+ATiIS4BdWwzEE0sVAOsbvsA7Ad/6QZF8MIXaYk141t39ecxH5BkPQpQDhSqmhIvInoKtS6rnSdvnzxP6OkQ82GVgJ5Plvv4wRDn23su+Uvy3/OPB5RJ+IL02KbhYfF+10OAbudDjcwG+AtLBYAjpaA4PbWgPCYy0BMVFmc1MLBJhEzCYwmwSzCTELmJxK2Qt83rw8r8+e7fUUZnk8jmMeT9F+p/OEwzh0kAhsBQ6stdnyRSQeSPC/z38C1wLfiMhflFJHqv3b0tQqjUp4peanMnnVZNyceeHdAAJ4ceSLjOk5RocVNRqNpmbpAxyoZk4AhhfKC7QHXBjhwL8BZhHxYAiJoxgnILdjCLOHgWuAUAxR0x4YD2z279Hbv/8h//oJQDSG12sRxqnJEX5RB9BKKdUZuNL/nNmAYIgXEZEkDPEWACRhhDgrxe8F2+3/+Xp4eHgkRji0WYbH0y7D47loQyFtgFT/kqrKDBSHXrMw8uUy/N81GTi+1mYryZ8RkQFAplKq+MSYDygCHvXbrKljGpXwAkg6cWYnZE2YGNR6EOvvXl9LFmk0Gs2Fi4hcAWQppYqqmfpnjDwsD9AGQzBcgiE6emDkbT2A4W1KxBArJcLMv8ajlNokIqOA9Rjerl8xBNJWIBwjwX83kA+glHoDeMNvaxTwrX98BbBCRMzA2xhlLgoxcr4mFJexOBPW2mx5GF6z/cAGgOHh4YJxstPq/x7lfwr9awrX2mynU//paeC4iHyNUb7jEowToAAmEXlYKbXjTG3X1ByNSnj95+f/GAVST5P2Ee1ZPGaxDitqNBpN7eECnj3VBL+X5g6M2lzFa3ycPOX4ewzv00AgBkNMXMxJYfYsRrL9Xv/8kf4/uwHfYwgtq1Jqll+Q/ABMq8SUNkCa3yYBBmOE6j4H1mEIoXBgo4i8A6xQSqVU+wZOgV9M5VU78TQQkRsxBBzAaKWUV0QSMHLdfsAQo2fda1JTMzQa4ZWan8q65HVV3g8NCKXIXYQPHx2iOtC/Zf+SyvMajUajqR2UUr+c5pwRVd33C7MXMEJm2ziZfF8szAqBeRjJ8rMxQonfY3jI+mGcTmwpIocwxMc6jNOUpZ/xLjCck4LsBozTkA8qpXaJyESMBPVi8XYvRpHXcxJeNYwb4zDB437RFUip1oDno0OApnoaVeX6+YnzmfDVhArjUYFReJWXZ4c9y5yEOXx888fay6XRnAa6cr3mQsGfTF+kGsIvxVPgLxD7vFLqLhG5AaNWWgrwQ2WnSjXnn0bVJHtEhxG0DGsJQIQ1guigaKwmK69e9yrdY7ozpucY1ty5RosujUaj0ZRBKVXY0EVXJTwELCu+EJGWItK+zqzRAI0o1AhGkdPN92xm8a7FDGk7hMmrJjNl8BRu6HIDIzqM0KcVNRqNRtPYEQARmYIRkl2KUcV/GDAW41DCjLoyTtPIQo3lSc1P1WJLozkHdKhRo2lYiEgHjHw4J/CKUmq7/7TmaIxDC18qpRyn2kNTu9Spx0tE5mIcE/5aKfV8Te+vRZdGo9FoLiSUUknAn8qN5QL/qxuLNOWpsxwvEbkZMCulLgc6+DvPazQajUaj0TRa6jK5fhhG13iAVcAVpW+KyL0ikiAiCZmZmefbNo1Go9FoNJoapy5DjaH4C9Vh9PDqW/qmUuod4B0AEckUkeRq9ovBaKfQENC21jwNxU5oWLZ2rWsDNBqNpjFRl8KrAKMFA0AYp/C+KaWaVbeZiCQ0lCRgbWvN01DshIZna13boNFoNI2Jugw1buFkePFSjG7yGo1Go9FoNI2WuvR4fQmsF5GWwPXAZXVoi0aj0Wg0Gk2tU2ceL6VUPkaC/SZguFLqXJuEvnPORp0/tK01T0OxE7StGo1Gc8HSIAqoajQajUaj0TQGGlWvRo1Go9FoNJr6jBZemgaFiESLyDUiElPXtmg0Go1Gc6Y0CuElInNFZKOI/KOubSmNiMSKyHr/5wARWSYiG0RkYlVjdWRnpIisEJFVIvKFiFgre6d1/Z5FpAmwHBgArBWRZvXRztL4/xnYVpVd9cFWEbGIyBER+cH/00tEnhOReBH5b6l5FcY0Go1Gc2Y0eOFVX1sP+UXCBxiFYgEeBLYopQYDt4pIeBVjdcF4jGaqI4EMjD5fZd5pPXnPlwCPKqVmAN8CV9VTO0vzHyC4Mrvqka2XAAuVUsOUUsMAK0aplwHAcREZISK/Kz9WR7ZqNBpNg6bBCy+qaT1Uh3iBsUC+/3oYJ+38EehXxdh5Ryn1llLqO/9lM+B2Kr7TYZWMnVeUUuuUUptEZCiGALi2PtpZjIhcBdgxxOww6q+tlwE3iMgv/sb1VwNLlHHy5ltgCHBlJWMajUajOUMag/Aq33ootg5tKUEplV+uREZldtYr20XkcqAJkEI9tVVEBEPQ5gCqEpvqi51WYBrwhH+oPv/9xwMjlFIDgACMjhL11VaNRqNp0DQG4XXarYfqmMrsrDe2i0g0MAuYWIVd9cJWZXA/sAMYVIlN9cJODMH1llIq139db98psEMple7/nED9tlWj0WgaNI3hP54NpfVQZXbWC9v93plPgSeVUslV2FXntorIVBH5i/8yCnixEpvq3E4/I4D7ReQHoDcwivpr64cicqmImIGbMLxb9dVWjUajadA0+AKqIhIBrAe+x996qAaq4NcYIvKDUmqYiLQDvgFWY3hqLgNalx9TSnnrwMb7gBeA7f6h94FHKfVOMcJ6dfqe/QcWFgOBwK/Akxi5cfXKzvL4xdfo8nZRT2wVkYuBBYAASzFCpOsxvF/X+X+Sy48ppX4737ZqNBpNQ6fBCy8o+YV8DfCjUiqjru2pCn9fyiuAb4t/wVY2Vh+o7J3Wx/fcUOyEBmdrMPAHYKtSKqmqMY1Go9GcGY1CeGk0Go1Go9E0BBpDjpdGo9FoNBpNg0ALL41Go9FoNJrzhBZeGo1Go9FoNOcJS10boGl4iMizGEVMMwE3RpX+XKXUGBH5BHAAk4BPADNG9faxSilXJXtZgCT/D8CDSqmdtf4lNBqNRqOpA7THS3O2zFBKDcUoPXECo7YTpf4s3//xuir2KdMnUIsujUaj0TRmtPDSnCtNMLxfLhFpiuEBq6z/4/Eq1pfpE+j3gGk0Go1G0yjRwktztjwlIj9iCKevMIqvjuVkEVbgZP9HpdSmKvYp3yfw97Vnskaj0Wg0dYsWXpqzZYZSaqhSajyQB2wF7vL/CVTo/1gV5fsEdq4dczUajUajqXu08NLUFFuB/v4/K+v/WBXl+wRuP8VcjUaj0WgaNFp4aWqKw8B+jJ5+AHcDfTFCkj+IyFgR6SEiz5db90/gQyAR2KiUWn2+DNZoNBqN5nyjWwZpNBqNRqPRnCe0x0uj0Wg0Go3mPKGFl0aj0Wg0Gs15QgsvjUaj0Wg0mvOEFl4ajUaj0Wg05wktvDQajUaj0WjOE1p4aTQajUaj0Zwn/j+zgPgqOF1gLAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(nrows=2,ncols=2,figsize=(10,5))\n",
    "axes[0,0].plot(AQI_mean,color='black',linestyle='-',linewidth=0.5)\n",
    "axes[0,0].set_title('各年AQI均值折线图')\n",
    "axes[0,0].set_xticks([0,1,2,3,4,5,6])\n",
    "axes[0,0].set_xticklabels(['2014','2015','2016','2017','2018','2019'])\n",
    "axes[0,1].hist(data['AQI'],bins=20)\n",
    "axes[0,1].set_title('AQI直方图')\n",
    "axes[1,0].scatter(data['PM2.5'],data['AQI'],s=0.5,c='green',marker='.')\n",
    "axes[1,0].set_title('PM2.5与AQI散点图')\n",
    "axes[1,0].set_xlabel('PM2.5')\n",
    "axes[1,0].set_ylabel('AQI')\n",
    "axes[1,1].pie(share, explode = explode,labels = labels, autopct = '%3.1f%%',startangle = 180, shadow = True)\n",
    "axes[1,1].set_title('空气质量整体情况的饼图')\n",
    "fig.subplots_adjust(hspace=0.5)\n",
    "fig.subplots_adjust(wspace=0.5)"
   ]
  },
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   "metadata": {},
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    "代码说明：\n",
    "（1）第1行：说明绘图区域的宽和高，并指定将绘图区域分成2行2列4个单元。结果将赋值给fig和axes对象。可通过fig对整个图的特征进行设置，axes对应各个单元格对象。\n",
    "（2）通过图形单元索引的方式指定绘图单元。例如：axes[0,0]表示第1行第1列的单元格。\n",
    "（3）单元格对象的图标题、坐标轴标签、坐标刻度等，需采用set_title()、set_xlabel()、set_ylabel()、set_xticks()、set_xticklabels()设置。\n",
    "（3）第14，15行：利用subplots_adjust调整各图形单元行或列之间的距离。\n"
   ]
  }
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